diff --git a/src/assets/data/publications.json b/src/assets/data/publications.json
index a44b390..7a1356d 100644
--- a/src/assets/data/publications.json
+++ b/src/assets/data/publications.json
@@ -2,87 +2,7 @@
   "publications": [
     {
       "id": 1,
-      "category": "Journal Articles",
-      "type": "journal-article",
-      "year": 2024,
-      "content": "Davidson O., Lee M.L., Kam J.P., Brush M., Rajesh A., Blazes M., Arterburn D., Duerr E., Gibbons L.E., Crane P.K., Lee C.S., Eye ACT Study Group. (2024). Associations between Dementia and Exposure to Topical Glaucoma Medications. *J Alzheimer’s Dis.* Accepted for publication.",
-      "authors": [
-        "Davidson O.",
-        "Lee M.L.",
-        "Kam J.P.",
-        "Brush M.",
-        "Rajesh A.",
-        "Blazes M.",
-        "Arterburn D.",
-        "Duerr E.",
-        "Gibbons L.E.",
-        "Crane P.K.",
-        "Lee C.S.",
-        "Eye ACT Study Group"
-      ],
-      "journal": "J Alzheimer’s Dis.",
-      "status": "published",
-      "tags": []
-    },
-    {
-      "id": 2,
-      "category": "Journal Articles",
-      "type": "journal-article",
-      "year": 2024,
-      "content": "Lee C.S., Ferguson A.N., Gibbons L.E., Walker R., Su Y.R., Krakauer C., Brush M., Kam J., Larson E.B., Arterburn D.E., Crane P.K., Eye ACT Study Group. (2024). Eye Adult Changes in Thought (Eye ACT) Study: Design and Report on the Inaugural Cohort. *J Alzheimers Dis.* 100(1):309-320. <https://doi.org/10.3233/JAD-240203>. PMID: 38875039.",
-      "authors": [
-        "Lee C.S.",
-        "Ferguson A.N.",
-        "Gibbons L.E.",
-        "Walker R.",
-        "Su Y.R.",
-        "Krakauer C.",
-        "Brush M.",
-        "Kam J.",
-        "Larson E.B.",
-        "Arterburn D.E.",
-        "Crane P.K.",
-        "Eye ACT Study Group"
-      ],
-      "journal": "J Alzheimers Dis.",
-      "volume": 100,
-      "issue": 1,
-      "pages": "309-320",
-      "doi": "10.3233/JAD-240203",
-      "pmid": 38875039,
-      "status": "published",
-      "tags": []
-    },
-    {
-      "id": 3,
-      "category": "Journal Articles",
-      "type": "journal-article",
-      "year": 2024,
-      "content": "Gibbons L.E., Mobley T., Mayeda E.R., Lee C.S., Gatto N.M., LaCroix A.Z., McEvoy L.K., Crane P.K., Hayes-Larson E. (2024). How Generalizable Are Findings from a Community-Based Prospective Cohort Study? *J Alzheimers Dis.* 100(1):163-174. <https://doi.org/10.3233/JAD-240247>. PMID: 38848188; PMCID: PMC11423796.",
-      "authors": [
-        "Gibbons L.E.",
-        "Mobley T.",
-        "Mayeda E.R.",
-        "Lee C.S.",
-        "Gatto N.M.",
-        "LaCroix A.Z.",
-        "McEvoy L.K.",
-        "Crane P.K.",
-        "Hayes-Larson E."
-      ],
-      "journal": "J Alzheimers Dis.",
-      "volume": 100,
-      "issue": 1,
-      "pages": "163-174",
-      "doi": "10.3233/JAD-240247",
-      "pmid": 38848188,
-      "pmcid": "PMC11423796",
-      "status": "published",
-      "tags": []
-    },
-    {
-      "id": 4,
-      "category": "Journal Articles",
+      "category": "Aging Eye/Aging Brain Research",
       "type": "journal-article",
       "year": 2023,
       "content": "Lee C.S., Krakauer C., Su Y.R., Walker R.L., Blazes M., McCurry S.M., Bowen J.D., McCormick W.C., Lee A.Y., Boyko E.J., O'Hare A.M., Larson E.B., Crane P.K. (2023). Diabetic Retinopathy and Dementia Association, Beyond Diabetes Severity. *Am J Ophthalmol.* 249:90-98. <https://doi.org/10.1016/j.ajo.2022.12.003>. PMID: 36513155; PMCID: PMC10106379.",
@@ -111,8 +31,8 @@
       "tags": []
     },
     {
-      "id": 5,
-      "category": "Journal Articles",
+      "id": 2,
+      "category": "Aging Eye/Aging Brain Research",
       "type": "journal-article",
       "year": 2023,
       "content": "Tang M.Y., Blazes M.S., Lee C.S. (2023). Imaging Amyloid and Tau in the Retina: Current Research and Future Directions. *J Neuroophthalmol.* 43(2):168-179. <https://doi.org/10.1097/WNO.0000000000001786>. PMID: 36705970; PMCID: PMC10191872.",
@@ -128,8 +48,8 @@
       "tags": []
     },
     {
-      "id": 6,
-      "category": "Journal Articles",
+      "id": 3,
+      "category": "Aging Eye/Aging Brain Research",
       "type": "journal-article",
       "year": 2022,
       "content": "Yuan A., Lee C.S. (2022). Retinal Biomarkers for Alzheimer Disease: The Facts and the Future. *Asia Pac J Ophthalmol (Phila).* 11(2):140-148. <https://doi.org/10.1097/APO.0000000000000505>. PMID: 35533333; PMCID: PMC9889204.",
@@ -145,8 +65,8 @@
       "tags": []
     },
     {
-      "id": 7,
-      "category": "Journal Articles",
+      "id": 4,
+      "category": "Aging Eye/Aging Brain Research",
       "type": "journal-article",
       "year": 2021,
       "content": "Lee C.S., Gibbons L.E., Lee A.Y., Yanagihara R.T., Blazes M.S., Lee M.L., McCurry S.M., Bowen J.D., McCormick W.C., Crane P.K., Larson E.B. (2021). Association Between Cataract Extraction and Development of Dementia. *JAMA Intern Med.* <https://doi.org/10.1001/jamainternmed.2021.6990>. PMID: 34870676; PMCID: PMC8649913.",
@@ -171,64 +91,8 @@
       "tags": []
     },
     {
-      "id": 8,
-      "category": "Journal Articles",
-      "type": "journal-article",
-      "year": 2021,
-      "content": "Lee C.S., Latimer C.S., Henriksen J.C., Blazes M., Larson E.B., Crane P.K., Keene C.D., Lee A.Y. (2021). Application of deep learning to understand resilience to Alzheimer's disease pathology. *Brain Pathol.* 31(6):e12974. <https://doi.org/10.1111/bpa.12974>. PMID: 34009663; PMCID: PMC8549025.",
-      "authors": [
-        "Lee C.S.",
-        "Latimer C.S.",
-        "Henriksen J.C.",
-        "Blazes M.",
-        "Larson E.B.",
-        "Crane P.K.",
-        "Keene C.D.",
-        "Lee A.Y."
-      ],
-      "journal": "Brain Pathol.",
-      "volume": 31,
-      "issue": 6,
-      "pages": "e12974",
-      "doi": "10.1111/bpa.12974",
-      "pmid": 34009663,
-      "pmcid": "PMC8549025",
-      "status": "published",
-      "tags": []
-    },
-    {
-      "id": 9,
-      "category": "Journal Articles",
-      "type": "journal-article",
-      "year": 2021,
-      "content": "Lee C.S., Lee M.L., Gibbons L.E., Yanagihara R.T., Blazes M., Kam J.P., McCurry S.M., Bowen J.D., McCormick W.C., Lee A.Y., Larson E.B., Crane P.K. (2021). Associations Between Retinal Artery/Vein Occlusions and Risk of Vascular Dementia. *J Alzheimers Dis.* 81(1):245-253. <https://doi.org/10.3233/JAD-201492>. PMID: 33749651; PMCID: PMC8168611.",
-      "authors": [
-        "Lee C.S.",
-        "Lee M.L.",
-        "Gibbons L.E.",
-        "Yanagihara R.T.",
-        "Blazes M.",
-        "Kam J.P.",
-        "McCurry S.M.",
-        "Bowen J.D.",
-        "McCormick W.C.",
-        "Lee A.Y.",
-        "Larson E.B.",
-        "Crane P.K."
-      ],
-      "journal": "J Alzheimers Dis.",
-      "volume": 81,
-      "issue": 1,
-      "pages": "245-253",
-      "doi": "https://doi.org/10.3233/JAD-201492",
-      "pmid": 33749651,
-      "pmcid": "PMC8168611",
-      "status": "published",
-      "tags": []
-    },
-    {
-      "id": 10,
-      "category": "Journal Articles",
+      "id": 5,
+      "category": "Aging Eye/Aging Brain Research",
       "type": "journal-article",
       "year": 2021,
       "content": "Blazes M., Lee C.S. (2021). Understanding the Brain through Aging Eyes. *Adv Geriatr Med Res.* 3(2):e210008. <https://doi.org/10.20900/agmr20210008>. PMID: 33748826; PMCID: PMC7971450.",
@@ -244,8 +108,8 @@
       "tags": []
     },
     {
-      "id": 11,
-      "category": "Journal Articles",
+      "id": 6,
+      "category": "Aging Eye/Aging Brain Research",
       "type": "journal-article",
       "year": 2019,
       "content": "Lee C.S., Larson E.B., Gibbons L.E., Latimer C.S., Rose S.E., Hellstern L.L., Keene C.D., Crane P.K.; Adult Changes in Thought (ACT) Study. (2019). Ophthalmology-Based Neuropathology Risk Factors: Diabetic Retinopathy is Associated with Deep Microinfarcts in a Community-Based Autopsy Study. *J Alzheimers Dis.* 68(2):647-655. <https://doi.org/10.3233/JAD-181087>. PMID: 30883356; PMCID: PMC6450649.",
@@ -493,6 +357,1861 @@
       "location": "Virtual",
       "title": "Cataract Surgery is Associated with Reduced Risk for Alzheimer’s Disease",
       "tags": []
+    },
+    {
+      "id": 26,
+      "category": "Aging Eye/Aging Brain Research",
+      "type": "journal-article",
+      "year": 2025,
+      "content": "Davidson O, Lee ML, Kam JP, Brush M, Rajesh A, Blazes M, Arterburn DE, Duerr E, Gibbons LE, Crane PK, Lee CS; Eye ACT study group. Associations between dementia and exposure to topical glaucoma medications. J Alzheimers Dis. 2025 Jan 21:13872877241305745. <https://doi.org/10.1177/13872877241305745>. Epub ahead of print. PMID: 39834248.",
+      "authors": [
+        "Davidson O",
+        "Lee ML",
+        "Kam JP",
+        "Brush M",
+        "Rajesh A",
+        "Blazes M",
+        "Arterburn DE",
+        "Duerr E",
+        "Gibbons LE",
+        "Crane PK",
+        "Lee CS",
+        "Eye ACT study group"
+      ],
+      "journal": "J Alzheimers Dis.",
+      "doi": "10.1177/13872877241305745",
+      "pmid": "39834248",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 27,
+      "category": "Aging Eye/Aging Brain Research",
+      "type": "journal-article",
+      "year": 2024,
+      "content": "Jiang Y, Swain T, Gim N, Blazes M, Donald CM, Rokem A, Owen JP, Balu N, Clark ME, Goerdt L, McGwin G, Hunt D, Curcio CA, Levendovszky SR, Trittschuh EH, Owsley C, Lee CS. Outer Retinal Thinning is Associated With Brain Atrophy in Early Age-Related Macular Degeneration. Am J Ophthalmol. 2024 Oct 5;269:457-465. <https://doi.org/10.1016/j.ajo.2024.09.033>. Epub ahead of print. PMID: 39369929.",
+      "authors": [
+        "Jiang Y",
+        "Swain T",
+        "Gim N",
+        "Blazes M",
+        "Donald CM",
+        "Rokem A",
+        "Owen JP",
+        "Balu N",
+        "Clark ME",
+        "Goerdt L",
+        "McGwin G",
+        "Hunt D",
+        "Curcio CA",
+        "Levendovszky SR",
+        "Trittschuh EH",
+        "Owsley C",
+        "Lee CS"
+      ],
+      "journal": "Am J Ophthalmol.",
+      "volume": "269",
+      "pages": "457-465",
+      "doi": "10.1016/j.ajo.2024.09.033",
+      "pmid": "39369929",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 28,
+      "category": "Aging Eye/Aging Brain Research",
+      "type": "journal-article",
+      "year": 2024,
+      "content": "Lee CS, Ferguson AN, Gibbons LE, Walker R, Su YR, Krakauer C, Brush M, Kam J, Larson EB, Arterburn DE, Crane PK; Eye ACT Study Group. Eye Adult Changes in Thought (Eye ACT) Study: Design and Report on the Inaugural Cohort. J Alzheimers Dis. 2024;100(1):309-320. <https://doi.org/10.3233/JAD-240203>. PMID: 38875039.",
+      "authors": [
+        "Lee CS",
+        "Ferguson AN",
+        "Gibbons LE",
+        "Walker R",
+        "Su YR",
+        "Krakauer C",
+        "Brush M",
+        "Kam J",
+        "Larson EB",
+        "Arterburn DE",
+        "Crane PK",
+        "Eye ACT Study Group"
+      ],
+      "journal": "J Alzheimers Dis.",
+      "volume": "100",
+      "issue": "1",
+      "pages": "309-320",
+      "doi": "10.3233/JAD-240203",
+      "pmid": "38875039",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 29,
+      "category": "Aging Eye/Aging Brain Research",
+      "type": "journal-article",
+      "year": 2024,
+      "content": "Gibbons LE, Mobley T, Mayeda ER, Lee CS, Gatto NM, LaCroix AZ, McEvoy LK, Crane PK, Hayes-Larson E. How Generalizable Are Findings from a Community-Based Prospective Cohort Study? Extending Estimates from the Adult Changes in Thought Study to Its Source Population. J Alzheimers Dis. 2024;100(1):163-174. <https://doi.org/10.3233/JAD-240247>. PMID: 38848188; PMCID: PMC11423796.",
+      "authors": [
+        "Gibbons LE",
+        "Mobley T",
+        "Mayeda ER",
+        "Lee CS",
+        "Gatto NM",
+        "LaCroix AZ",
+        "McEvoy LK",
+        "Crane PK",
+        "Hayes-Larson E"
+      ],
+      "journal": "J Alzheimers Dis.",
+      "volume": "100",
+      "issue": "1",
+      "pages": "163-174",
+      "doi": "10.3233/JAD-240247",
+      "pmid": "38848188",
+      "pmcid": "PMC11423796",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 30,
+      "category": "Aging Eye/Aging Brain Research",
+      "type": "journal-article",
+      "year": 2024,
+      "content": "Lee CS, Li PR, Blazes M, Lee JS, See LC. Exploring associations between blue light filtering intraocular lenses and dementia risk. Indian J Ophthalmol. 2024 Aug 1;72(8):1214-1215. <https://doi.org/10.4103/IJO.IJO_2578_23>. Epub 2024 Jul 29. PMID: 39078968; PMCID: PMC11451782.",
+      "authors": ["Lee CS", "Li PR", "Blazes M", "Lee JS", "See LC"],
+      "journal": "Indian J Ophthalmol.",
+      "volume": "72",
+      "issue": "8",
+      "pages": "1214-1215",
+      "doi": "10.4103/IJO.IJO_2578_23",
+      "pmid": "39078968",
+      "pmcid": "PMC11451782",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 31,
+      "category": "Aging Eye/Aging Brain Research",
+      "type": "journal-article",
+      "year": 2024,
+      "content": "Owsley C, McGwin G Jr, Swain TA, Clark ME, Thomas TN, Goerdt L, Sloan KR, Trittschuh EH, Jiang Y, Owen JP, Lee CS, Curcio CA. Outer Retinal Thickness Is Associated With Cognitive Function in Normal Aging to Intermediate Age-Related Macular Degeneration. Invest Ophthalmol Vis Sci. 2024 May 1;65(5):16. <https://doi.org/10.1167/iovs.65.5.16>. PMID: 38717425; PMCID: PMC11090140.",
+      "authors": [
+        "Owsley C",
+        "McGwin G Jr",
+        "Swain TA",
+        "Clark ME",
+        "Thomas TN",
+        "Goerdt L",
+        "Sloan KR",
+        "Trittschuh EH",
+        "Jiang Y",
+        "Owen JP",
+        "Lee CS",
+        "Curcio CA"
+      ],
+      "journal": "Invest Ophthalmol Vis Sci.",
+      "volume": "65",
+      "issue": "5",
+      "pages": "16",
+      "doi": "10.1167/iovs.65.5.16",
+      "pmid": "38717425",
+      "pmcid": "PMC11090140",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 32,
+      "category": "Aging Eye/Aging Brain Research",
+      "type": "journal-article",
+      "year": 2023,
+      "content": "Lee CS, Krakauer C, Su YR, Walker RL, Blazes M, McCurry SM, Bowen JD, McCormick WC, Lee AY, Boyko EJ, O'Hare AM, Larson EB, Crane PK. Diabetic Retinopathy and Dementia Association, Beyond Diabetes Severity. Am J Ophthalmol. 2023 May;249:90-98. <https://doi.org/10.1016/j.ajo.2022.12.003>. Epub 2022 Dec 10. PMID: 36513155; PMCID: PMC10106379.",
+      "authors": [
+        "Lee CS",
+        "Krakauer C",
+        "Su YR",
+        "Walker RL",
+        "Blazes M",
+        "McCurry SM",
+        "Bowen JD",
+        "McCormick WC",
+        "Lee AY",
+        "Boyko EJ",
+        "O'Hare AM",
+        "Larson EB",
+        "Crane PK"
+      ],
+      "journal": "Am J Ophthalmol.",
+      "volume": "249",
+      "pages": "90-98",
+      "doi": "10.1016/j.ajo.2022.12.003",
+      "pmid": "36513155",
+      "pmcid": "PMC10106379",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 33,
+      "category": "Aging Eye/Aging Brain Research",
+      "type": "journal-article",
+      "year": 2023,
+      "content": "Kruper J, Benson NC, Caffarra S, Owen J, Wu Y, Lee AY, Lee CS, Yeatman JD, Rokem A; UK Biobank Eye and Vision Consortium. Optic radiations representing different eccentricities age differently. Hum Brain Mapp. 2023 Jun 1;44(8):3123-3135. <https://doi.org/10.1002/hbm.26267>. Epub 2023 Mar 10. PMID: 36896869; PMCID: PMC10171550.",
+      "authors": [
+        "Kruper J",
+        "Benson NC",
+        "Caffarra S",
+        "Owen J",
+        "Wu Y",
+        "Lee AY",
+        "Lee CS",
+        "Yeatman JD",
+        "Rokem A",
+        "UK Biobank Eye and Vision Consortium"
+      ],
+      "journal": "Hum Brain Mapp.",
+      "volume": "44",
+      "issue": "8",
+      "pages": "3123-3135",
+      "doi": "10.1002/hbm.26267",
+      "pmid": "36896869",
+      "pmcid": "PMC10171550",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 34,
+      "category": "Aging Eye/Aging Brain Research",
+      "type": "journal-article",
+      "year": 2021,
+      "content": "Lee CS, Gibbons LE, Lee AY, Yanagihara RT, Blazes MS, Lee ML, McCurry SM, Bowen JD, McCormick WC, Crane PK, Larson EB. Association Between Cataract Extraction and Development of Dementia. JAMA Intern Med. 2021 Dec 6:e216990. <https://doi.org/10.1001/jamainternmed.2021.6990>. Epub ahead of print. PMID: 34870676; PMCID: PMC8649913.",
+      "authors": [
+        "Lee CS",
+        "Gibbons LE",
+        "Lee AY",
+        "Yanagihara RT",
+        "Blazes MS",
+        "Lee ML",
+        "McCurry SM",
+        "Bowen JD",
+        "McCormick WC",
+        "Crane PK",
+        "Larson EB"
+      ],
+      "journal": "JAMA Intern Med.",
+      "doi": "https://doi.org/10.1001/jamainternmed.2021.6990",
+      "pmid": "34870676",
+      "pmcid": "PMC8649913",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 35,
+      "category": "Aging Eye/Aging Brain Research",
+      "type": "journal-article",
+      "year": 2021,
+      "content": "Lee CS, Latimer CS, Henriksen JC, Blazes M, Larson EB, Crane PK, Keene CD, Lee AY. Application of deep learning to understand resilience to Alzheimer's disease pathology. Brain Pathol. 2021 Nov;31(6):e12974. <https://doi.org/10.1111/bpa.12974>. Epub 2021 May 19. PMID: 34009663; PMCID: PMC8549025",
+      "authors": [
+        "Lee CS",
+        "Latimer CS",
+        "Henriksen JC",
+        "Blazes M",
+        "Larson EB",
+        "Crane PK",
+        "Keene CD",
+        "Lee AY"
+      ],
+      "journal": "Brain Pathol.",
+      "volume": "31",
+      "issue": "6",
+      "pages": "e12974",
+      "doi": "10.1111/bpa.12974",
+      "pmid": "34009663",
+      "pmcid": "PMC8549025",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 36,
+      "category": "Aging Eye/Aging Brain Research",
+      "type": "journal-article",
+      "year": 2021,
+      "content": "Lee CS, Lee ML, Gibbons LE, Yanagihara RT, Blazes M, Kam JP, McCurry SM, Bowen JD, McCormick WC, Lee AY, Larson EB, Crane PK. Associations Between Retinal Artery/Vein Occlusions and Risk of Vascular Dementia. J Alzheimers Dis. 2021;81(1):245-253. <https://doi.org/10.3233/JAD-201492>. PMID: 33749651; PMCID: PMC8168611.",
+      "authors": [
+        "Lee CS",
+        "Lee ML",
+        "Gibbons LE",
+        "Yanagihara RT",
+        "Blazes M",
+        "Kam JP",
+        "McCurry SM",
+        "Bowen JD",
+        "McCormick WC",
+        "Lee AY",
+        "Larson EB",
+        "Crane PK"
+      ],
+      "journal": "J Alzheimers Dis.",
+      "volume": "81",
+      "issue": "1",
+      "pages": "245-253",
+      "doi": "https://doi.org/10.3233/JAD-201492",
+      "pmid": "33749651",
+      "pmcid": "PMC8168611",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 37,
+      "category": "Aging Eye/Aging Brain Research",
+      "type": "journal-article",
+      "year": 2019,
+      "content": "Lee CS, Larson EB, Gibbons LE, Latimer CS, Rose SE, Hellstern LL, Keene CD, Crane PK; Adult Changes in Thought (ACT) Study. Ophthalmology-Based Neuropathology Risk Factors: Diabetic Retinopathy is Associated with Deep Microinfarcts in a Community-Based Autopsy Study. J Alzheimers Dis. 2019;68(2):647-655. <https://doi.org/10.3233/JAD-181087>. PMID: 30883356; PMCID: PMC6450649.",
+      "authors": [
+        "Lee CS",
+        "Larson EB",
+        "Gibbons LE",
+        "Latimer CS",
+        "Rose SE",
+        "Hellstern LL",
+        "Keene CD",
+        "Crane PK",
+        "Adult Changes in Thought (ACT) Study"
+      ],
+      "journal": "J Alzheimers Dis.",
+      "volume": "68",
+      "issue": "2",
+      "pages": "647-655",
+      "doi": "10.3233/JAD-181087",
+      "pmid": "30883356",
+      "pmcid": "PMC6450649",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 38,
+      "category": "Aging Eye/Aging Brain Research",
+      "type": "journal-article",
+      "year": 2019,
+      "content": "Lee CS, Larson EB, Gibbons LE, et al. Associations between recent and established ophthalmic conditions and risk of Alzheimer's disease. Alzheimers Dement. 2019 Jan;15(1):34-41. <https://doi.org/10.1016/j.jalz.2018.06.2856>. Epub 2018 Aug 8. PMID: 30098888; PMCID: PMC6333518.",
+      "authors": ["Lee CS", "Larson EB", "Gibbons LE", "et al."],
+      "journal": "Alzheimers Dement.",
+      "volume": "15",
+      "issue": "1",
+      "pages": "34-41",
+      "doi": "10.1016/j.jalz.2018.06.2856",
+      "pmid": "30098888",
+      "pmcid": "PMC6333518",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 39,
+      "category": "Machine Learning/Deep Learning Analysis of Eye Data",
+      "type": "journal-article",
+      "year": 2025,
+      "content": "Gim N, Ferguson A, Blazes M, Soundarajan S, Gasimova A, Jiang Y, Gutiérrez CS, Zalunardo L, Corradetti G, Elze T, Honda N. Publicly Available Imaging Datasets for Age-related Macular Degeneration: Evaluation according to the Findable, Accessible, Interoperable, Reusable (FAIR) Principles. Experimental Eye Research. 2025 Mar 13:110342.",
+      "authors": [
+        "Gim N",
+        "Ferguson A",
+        "Blazes M",
+        "Soundarajan S",
+        "Gasimova A",
+        "Jiang Y",
+        "Gutiérrez CS",
+        "Zalunardo L",
+        "Corradetti G",
+        "Elze T",
+        "Honda N"
+      ],
+      "journal": "Experimental Eye Research",
+      "doi": "",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 40,
+      "category": "Machine Learning/Deep Learning Analysis of Eye Data",
+      "type": "journal-article",
+      "year": 2025,
+      "content": "Rajesh AE, Olvera-Barrios A, Warwick AN, Wu Y, Stuart KV, Biradar MI, Ung CY, Khawaja AP, Luben R, Foster PJ, Cleland CR, Makupa WU, Denniston AK, Burton MJ, Bastawrous A, Keane PA, Chia MA, Turner AW, Lee CS, Tufail A, Lee AY, Egan C; UK Biobank Eye and Vision Consortium. Machine learning derived retinal pigment score from ophthalmic imaging shows ethnicity is not biology. Nat Commun. 2025 Jan 2;16(1):60. <https://doi.org/10.1038/s41467-024-55198-7>. PMID: 39746957; PMCID: PMC11696055.",
+      "authors": [
+        "Rajesh AE",
+        "Olvera-Barrios A",
+        "Warwick AN",
+        "Wu Y",
+        "Stuart KV",
+        "Biradar MI",
+        "Ung CY",
+        "Khawaja AP",
+        "Luben R",
+        "Foster PJ",
+        "Cleland CR",
+        "Makupa WU",
+        "Denniston AK",
+        "Burton MJ",
+        "Bastawrous A",
+        "Keane PA",
+        "Chia MA",
+        "Turner AW",
+        "Lee CS",
+        "Tufail A",
+        "Lee AY",
+        "Egan C"
+      ],
+      "journal": "Nat Commun.",
+      "volume": "16",
+      "issue": "1",
+      "pages": "60",
+      "doi": "10.1038/s41467-024-55198-7",
+      "pmid": "39746957",
+      "pmcid": "PMC11696055",
+      "status": "published",
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+    },
+    {
+      "id": 41,
+      "category": "Machine Learning/Deep Learning Analysis of Eye Data",
+      "type": "journal-article",
+      "year": 2024,
+      "content": "AI-READI Consortium. AI-READI: rethinking AI data collection, preparation and sharing in diabetes research and beyond. Nat Metab. 2024 Dec;6(12):2210-2212. <https://doi.org/10.1038/s42255-024-01165-x>. PMID: 39516364.",
+      "authors": ["AI-READI Consortium"],
+      "journal": "Nat Metab.",
+      "volume": "6",
+      "issue": "12",
+      "pages": "2210-2212",
+      "doi": "10.1038/s42255-024-01165-x",
+      "pmid": "39516364",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 42,
+      "category": "Machine Learning/Deep Learning Analysis of Eye Data",
+      "type": "journal-article",
+      "year": 2024,
+      "content": "Shaffer JL, De Sisternes L, Rajesh AE, Blazes MS, Kihara Y, Lee CS, Lewis WH, Goldberg RA, Manivannan N, Lee AY. Retinal Vessel Plexus Differentiation Based on OCT Angiography Using Deep Learning. Ophthalmol Sci. 2024 Aug 23;5(1):100605. <https://doi.org/10.1016/j.xops.2024.100605>. PMID: 39624795; PMCID: PMC11609517.",
+      "authors": [
+        "Shaffer JL",
+        "De Sisternes L",
+        "Rajesh AE",
+        "Blazes MS",
+        "Kihara Y",
+        "Lee CS",
+        "Lewis WH",
+        "Goldberg RA",
+        "Manivannan N",
+        "Lee AY"
+      ],
+      "journal": "Ophthalmol Sci.",
+      "volume": "5",
+      "issue": "1",
+      "pages": "100605",
+      "doi": "10.1016/j.xops.2024.100605",
+      "pmid": "39624795",
+      "pmcid": "PMC11609517",
+      "status": "published",
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+    },
+    {
+      "id": 43,
+      "category": "Machine Learning/Deep Learning Analysis of Eye Data",
+      "type": "preprint",
+      "year": 2024,
+      "content": "Liu Z, Xu H, Woicik A, Shapiro LG, Blazes MB, Wu Y, Lee CS, Lee AY, Wang S. OCTCube: A 3D foundation model for optical coherence tomography that improves cross-dataset, cross-disease, cross-device and cross-modality analysis. 2024 https://arxiv.org/abs/2408.11227",
+      "authors": [
+        "Liu Z",
+        "Xu H",
+        "Woicik A",
+        "Shapiro LG",
+        "Blazes MB",
+        "Wu Y",
+        "Lee CS",
+        "Lee AY",
+        "Wang S"
+      ],
+      "journal": "arXiv",
+      "doi": "",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 44,
+      "category": "Machine Learning/Deep Learning Analysis of Eye Data",
+      "type": "journal-article",
+      "year": 2024,
+      "content": "Spaide T, Rajesh AE, Gim N, Blazes M, Lee CS, Macivannan N, Lee G, Lewis W, Salehi A, de Sisternes L, Herrera G, Shen M, Gregori G, Rosenfeld PJ, Pramil V, Waheed N, Wu Y, Zhang Q, Lee AY. Estimating Uncertainty of Geographic Atrophy Segmentations with Bayesian Deep Learning. Ophthalmol Sci. 2024 Jul 24;5(1):100587. <https://doi.org/10.1016/j.xops.2024.100587>. PMID: 39380882; PMCID: PMC11459066.",
+      "authors": [
+        "Spaide T",
+        "Rajesh AE",
+        "Gim N",
+        "Blazes M",
+        "Lee CS",
+        "Macivannan N",
+        "Lee G",
+        "Lewis W",
+        "Salehi A",
+        "de Sisternes L",
+        "Herrera G",
+        "Shen M",
+        "Gregori G",
+        "Rosenfeld PJ",
+        "Pramil V",
+        "Waheed N",
+        "Wu Y",
+        "Zhang Q",
+        "Lee AY"
+      ],
+      "journal": "Ophthalmol Sci.",
+      "volume": "5",
+      "issue": "1",
+      "pages": "100587",
+      "doi": "10.1016/j.xops.2024.100587",
+      "pmid": "39380882",
+      "pmcid": "PMC11459066",
+      "status": "published",
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+    },
+    {
+      "id": 45,
+      "category": "Machine Learning/Deep Learning Analysis of Eye Data",
+      "type": "journal-article",
+      "year": 2024,
+      "content": "Gim N, Wu Y, Blazes M, Lee CS, Wang RK, Lee AY. A Clinician's Guide to Sharing Data for AI in Ophthalmology. Invest Ophthalmol Vis Sci. 2024 Jun 3;65(6):21. <https://doi.org/10.1167/iovs.65.6.21>. PMID: 38864811; PMCID: PMC11174091.",
+      "authors": ["Gim N", "Wu Y", "Blazes M", "Lee CS", "Wang RK", "Lee AY"],
+      "journal": "Invest Ophthalmol Vis Sci.",
+      "volume": "65",
+      "issue": "6",
+      "pages": "21",
+      "doi": "10.1167/iovs.65.6.21",
+      "pmid": "38864811",
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+      "status": "published",
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+      "category": "Machine Learning/Deep Learning Analysis of Eye Data",
+      "type": "journal-article",
+      "year": 2024,
+      "content": "Cheong KX, Zhang C, Tan TE, Fenner BJ, Wong WM, Teo KY, Wang YX, Sivaprasad S, Keane PA, Lee CS, Lee AY, Cheung CMG, Wong TY, Cheong YG, Song SJ, Tham YC. Comparing generative and retrieval-based chatbots in answering patient questions regarding age-related macular degeneration and diabetic retinopathy. Br J Ophthalmol. 2024 May 15:bjo-2023-324533. <https://doi.org/10.1136/bjo-2023-324533>. Epub ahead of print. PMID: 38749531.",
+      "authors": [
+        "Cheong KX",
+        "Zhang C",
+        "Tan TE",
+        "Fenner BJ",
+        "Wong WM",
+        "Teo KY",
+        "Wang YX",
+        "Sivaprasad S",
+        "Keane PA",
+        "Lee CS",
+        "Lee AY",
+        "Cheung CMG",
+        "Wong TY",
+        "Cheong YG",
+        "Song SJ",
+        "Tham YC"
+      ],
+      "journal": "Br J Ophthalmol.",
+      "doi": "10.1136/bjo-2023-324533",
+      "pmid": "38749531",
+      "status": "published",
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+    },
+    {
+      "id": 47,
+      "category": "Machine Learning/Deep Learning Analysis of Eye Data",
+      "type": "journal-article",
+      "year": 2024,
+      "content": "Kruper J, Richie-Halford A, Benson NC, Caffarra S, Owen J, Wu Y, Egan C, Lee AY, Lee CS, Yeatman JD, Rokem A; UK Biobank Eye and Vision Consortium. Convolutional neural network-based classification of glaucoma using optic radiation tissue properties. Commun Med (Lond). 2024 Apr 11;4(1):72. <https://doi.org/10.1038/s43856-024-00496-w>. PMID: 38605245; PMCID: PMC11009254.",
+      "authors": [
+        "Kruper J",
+        "Richie-Halford A",
+        "Benson NC",
+        "Caffarra S",
+        "Owen J",
+        "Wu Y",
+        "Egan C",
+        "Lee AY",
+        "Lee CS",
+        "Yeatman JD",
+        "Rokem A",
+        "UK Biobank Eye and Vision Consortium"
+      ],
+      "journal": "Commun Med (Lond).",
+      "volume": "4",
+      "issue": "1",
+      "pages": "72",
+      "doi": "10.1038/s43856-024-00496-w",
+      "pmid": "38605245",
+      "pmcid": "PMC11009254",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 48,
+      "category": "Machine Learning/Deep Learning Analysis of Eye Data",
+      "type": "journal-article",
+      "year": 2024,
+      "content": "Wu Y, Egan C, Olvera-Barrios A, Scheppke L, Peto T, Charbel Issa P, Heeren TFC, Leung I, Rajesh AE, Tufail A, Lee CS, Chew EY, Friedlander M, Lee AY. Developing a Continuous Severity Scale for Macular Telangiectasia Type 2 Using Deep Learning and Implications for Disease Grading. Ophthalmology. 2024 Feb;131(2):219-226. <https://doi.org/10.1016/j.ophtha.2023.09.016>. Epub 2023 Sep 20. PMID: 37739233; PMCID: PMC10841914",
+      "authors": [
+        "Wu Y",
+        "Egan C",
+        "Olvera-Barrios A",
+        "Scheppke L",
+        "Peto T",
+        "Charbel Issa P",
+        "Heeren TFC",
+        "Leung I",
+        "Rajesh AE",
+        "Tufail A",
+        "Lee CS",
+        "Chew EY",
+        "Friedlander M",
+        "Lee AY"
+      ],
+      "journal": "Ophthalmology",
+      "volume": "131",
+      "issue": "2",
+      "pages": "219-226",
+      "doi": "10.1016/j.ophtha.2023.09.016",
+      "pmid": "37739233",
+      "pmcid": "PMC10841914",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 49,
+      "category": "Machine Learning/Deep Learning Analysis of Eye Data",
+      "type": "journal-article",
+      "year": 2023,
+      "content": "Wu Y, Olvera-Barrios A, Yanagihara R, Kung TH, Lu R, Leung I, Mishra AV, Nussinovitch H, Grimaldi G, Blazes M, Lee CS, Egan C, Tufail A, Lee AY. Training Deep Learning Models to Work on Multiple Devices by Cross-Domain Learning with No Additional Annotations. Ophthalmology. 2023 Feb;130(2):213-222. <https://doi.org/10.1016/j.ophtha.2022.09.014>. Epub 2022 Sep 22. PMID: 36154868; PMCID: PMC9868052.",
+      "authors": [
+        "Wu Y",
+        "Olvera-Barrios A",
+        "Yanagihara R",
+        "Kung TH",
+        "Lu R",
+        "Leung I",
+        "Mishra AV",
+        "Nussinovitch H",
+        "Grimaldi G",
+        "Blazes M",
+        "Lee CS",
+        "Egan C",
+        "Tufail A",
+        "Lee AY"
+      ],
+      "journal": "Ophthalmology",
+      "volume": "130",
+      "issue": "2",
+      "pages": "213-222",
+      "doi": "10.1016/j.ophtha.2022.09.014",
+      "pmid": "36154868",
+      "pmcid": "PMC9868052",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 50,
+      "category": "Machine Learning/Deep Learning Analysis of Eye Data",
+      "type": "journal-article",
+      "year": 2022,
+      "content": "Chen A, Montesano G, Lu R, Lee CS, Crabb DP, Lee AY. Visual Field Endpoints for Neuroprotective Trials: A Case for AI-Driven Patient Enrichment. Am J Ophthalmol. 2022 Nov;243:118-124. <https://doi.org/10.1016/j.ajo.2022.07.013>. Epub 2022 Jul 28. PMID: 35907473; PMCID: PMC9837863.",
+      "authors": [
+        "Chen A",
+        "Montesano G",
+        "Lu R",
+        "Lee CS",
+        "Crabb DP",
+        "Lee AY"
+      ],
+      "journal": "Am J Ophthalmol.",
+      "volume": "243",
+      "pages": "118-124",
+      "doi": "10.1016/j.ajo.2022.07.013",
+      "pmid": "35907473",
+      "pmcid": "PMC9837863",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 51,
+      "category": "Machine Learning/Deep Learning Analysis of Eye Data",
+      "type": "journal-article",
+      "year": 2022,
+      "content": "Young LH, Kim J, Yakin M, Lin H, Dao DT, Kodati S, Sharma S, Lee AY, Lee CS, Sen HN. Automated Detection of Vascular Leakage in Fluorescein Angiography - A Proof of Concept. Transl Vis Sci Technol. 2022 Jul 8;11(7):19. <https://doi.org/10.1167/tvst.11.7.19>. PMID: 35877095; PMCID: PMC9339697",
+      "authors": [
+        "Young LH",
+        "Kim J",
+        "Yakin M",
+        "Lin H",
+        "Dao DT",
+        "Kodati S",
+        "Sharma S",
+        "Lee AY",
+        "Lee CS",
+        "Sen HN"
+      ],
+      "journal": "Transl Vis Sci Technol.",
+      "volume": "11",
+      "issue": "7",
+      "pages": "19",
+      "doi": "https://doi.org/10.1167/tvst.11.7.19",
+      "pmid": "35877095",
+      "pmcid": "PMC9339697",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 52,
+      "category": "Machine Learning/Deep Learning Analysis of Eye Data",
+      "type": "journal-article",
+      "year": 2022,
+      "content": "Montesano G, Chen A, Lu R, Lee CS, Lee AY. UWHVF: A Real-World, Open Source Dataset of Perimetry Tests From the Humphrey Field Analyzer at the University of Washington. Transl Vis Sci Technol. 2022 Jan 3;11(1):2. <https://doi.org/10.1167/tvst.11.1.1>. PMID: 34978561; PMCID: PMC8742531.",
+      "authors": ["Montesano G", "Chen A", "Lu R", "Lee CS", "Lee AY"],
+      "journal": "Transl Vis Sci Technol.",
+      "volume": "11",
+      "issue": "1",
+      "pages": "2",
+      "doi": "10.1167/tvst.11.1.1",
+      "pmid": "34978561",
+      "pmcid": "PMC8742531",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 53,
+      "category": "Machine Learning/Deep Learning Analysis of Eye Data",
+      "type": "journal-article",
+      "year": 2021,
+      "content": "Van Brummen A, Owen JP, Spaide T, Froines C, Lu R, Lacy M, Blazes M, Li E, Lee CS, Lee AY, Zhang M. PeriorbitAI: Artificial Intelligence Automation of Eyelid and Periorbital Measurements. Am J Ophthalmol. 2021 Oct;230:285-296. <https://doi.org/10.1016/j.ajo.2021.05.007>. Epub 2021 May 16. PMID: 34010596; PMCID: PMC8862636.",
+      "authors": [
+        "Van Brummen A",
+        "Owen JP",
+        "Spaide T",
+        "Froines C",
+        "Lu R",
+        "Lacy M",
+        "Blazes M",
+        "Li E",
+        "Lee CS",
+        "Lee AY",
+        "Zhang M"
+      ],
+      "journal": "Am J Ophthalmol.",
+      "volume": "230",
+      "pages": "285-296",
+      "doi": "10.1016/j.ajo.2021.05.007",
+      "pmid": "34010596",
+      "pmcid": "PMC8862636",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 54,
+      "category": "Machine Learning/Deep Learning Analysis of Eye Data",
+      "type": "journal-article",
+      "year": 2021,
+      "content": "Owen JP, Blazes M, Manivannan N, Lee GC, Yu S, Durbin MK, Nair A, Singh RP, Talcott KE, Melo AG, Greenlee T, Chen ER, Conti TF, Lee CS, Lee AY. Student becomes teacher: training faster deep learning lightweight networks for automated identification of optical coherence tomography B-scans of interest using a student-teacher framework. Biomed Opt Express. 2021 Aug 2;12(9):5387-5399. <https://doi.org/10.1364/BOE.433432>. PMID: 34692189; PMCID: PMC8515993.",
+      "authors": [
+        "Owen JP",
+        "Blazes M",
+        "Manivannan N",
+        "Lee GC",
+        "Yu S",
+        "Durbin MK",
+        "Nair A",
+        "Singh RP",
+        "Talcott KE",
+        "Melo AG",
+        "Greenlee T",
+        "Chen ER",
+        "Conti TF",
+        "Lee CS",
+        "Lee AY"
+      ],
+      "journal": "Biomed Opt Express.",
+      "volume": "12",
+      "issue": "9",
+      "pages": "5387-5399",
+      "doi": "10.1364/BOE.433432",
+      "pmid": "34692189",
+      "pmcid": "PMC8515993",
+      "status": "published",
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+    },
+    {
+      "id": 55,
+      "category": "Machine Learning/Deep Learning Analysis of Eye Data",
+      "type": "journal-article",
+      "year": 2021,
+      "content": "Lin AC, Lee CS, Blazes M, Lee AY, Gorin MB. Assessing the Clinical Utility of Expanded Macular OCTs Using Machine Learning. Transl Vis Sci Technol. 2021 May 3;10(6):32. <https://doi.org/10.1167/tvst.10.6.32>. PMID: 34038502; PMCID: PMC8161701.",
+      "authors": ["Lin AC", "Lee CS", "Blazes M", "Lee AY", "Gorin MB"],
+      "journal": "Transl Vis Sci Technol.",
+      "volume": "10",
+      "issue": "6",
+      "pages": "32",
+      "doi": "10.1167/tvst.10.6.32",
+      "pmid": "34038502",
+      "pmcid": "PMC8161701",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 56,
+      "category": "Machine Learning/Deep Learning Analysis of Eye Data",
+      "type": "journal-article",
+      "year": 2021,
+      "content": "Lee AY, Yanagihara RT, Lee CS, Blazes M, Jung HC, Chee YE, Gencarella MD, Gee H, Maa AY, Cockerham GC, Lynch M, Boyko EJ. Multicenter, Head-to-Head, Real-World Validation Study of Seven Automated Artificial Intelligence Diabetic Retinopathy Screening Systems. Diabetes Care. 2021 May;44(5):1168-1175. <https://doi.org/10.2337/dc20-1877>. Epub 2021 Jan 5. PMID: 33402366; PMCID: PMC8132324.",
+      "authors": [
+        "Lee AY",
+        "Yanagihara RT",
+        "Lee CS",
+        "Blazes M",
+        "Jung HC",
+        "Chee YE",
+        "Gencarella MD",
+        "Gee H",
+        "Maa AY",
+        "Cockerham GC",
+        "Lynch M",
+        "Boyko EJ"
+      ],
+      "journal": "Diabetes Care",
+      "volume": "44",
+      "issue": "5",
+      "pages": "1168-1175",
+      "doi": "10.2337/dc20-1877",
+      "pmid": "33402366",
+      "pmcid": "PMC8132324",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 57,
+      "category": "Machine Learning/Deep Learning Analysis of Eye Data",
+      "type": "journal-article",
+      "year": 2020,
+      "content": "Lee AY, Lee CS, Blazes MS, Owen JP, Bagdasarova Y, Wu Y, Spaide T, Yanagihara RT, Kihara Y, Clark ME, Kwon M, Owsley C, Curcio CA. Exploring a Structural Basis for Delayed Rod-Mediated Dark Adaptation in Age-Related Macular Degeneration Via Deep Learning. Transl Vis Sci Technol. 2020 Dec 15;9(2):62. <https://doi.org/10.1167/tvst.9.2.62>. PMID: 33344065; PMCID: PMC7745629.",
+      "authors": [
+        "Lee AY",
+        "Lee CS",
+        "Blazes MS",
+        "Owen JP",
+        "Bagdasarova Y",
+        "Wu Y",
+        "Spaide T",
+        "Yanagihara RT",
+        "Kihara Y",
+        "Clark ME",
+        "Kwon M",
+        "Owsley C",
+        "Curcio CA"
+      ],
+      "journal": "Transl Vis Sci Technol.",
+      "volume": "9",
+      "issue": "2",
+      "pages": "62",
+      "doi": "10.1167/tvst.9.2.62",
+      "pmid": "33344065",
+      "pmcid": "PMC7745629",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 58,
+      "category": "Machine Learning/Deep Learning Analysis of Eye Data",
+      "type": "journal-article",
+      "year": 2020,
+      "content": "Mehta N, Lee CS, Mendonça LSM, et al. Model-to-Data Approach for Deep Learning in Optical Coherence Tomography Intraretinal Fluid Segmentation. JAMA Ophthalmol. 2020 Oct 1;138(10):1017-1024. <https://doi.org/10.1001/jamaophthalmol.2020.2769>. PMID: 32761143; PMCID: PMC7411940.",
+      "authors": ["Mehta N", "Lee CS", "Mendonça LSM", "et al."],
+      "journal": "JAMA Ophthalmol.",
+      "volume": "138",
+      "issue": "10",
+      "pages": "1017-1024",
+      "doi": "10.1001/jamaophthalmol.2020.2769",
+      "pmid": "32761143",
+      "pmcid": "PMC7411940",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 59,
+      "category": "Machine Learning/Deep Learning Analysis of Eye Data",
+      "type": "journal-article",
+      "year": 2020,
+      "content": "Lee CS, Yanagihara R. Lee AY. Using Deep Learning Models to Characterize Major Retinal Features on Color Fundus Photographs. Ophthalmology. 2020 Jan;127(1):95-96. <https://doi.org/10.1016/j.ophtha.2019.07.014>. PMID: 31864476. PMCID: PMC7335005.",
+      "authors": ["Lee CS", "Yanagihara R", "Lee AY"],
+      "journal": "Ophthalmology",
+      "volume": "127",
+      "issue": "1",
+      "pages": "95-96",
+      "doi": "10.1016/j.ophtha.2019.07.014",
+      "pmid": "31864476",
+      "pmcid": "PMC7335005",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 60,
+      "category": "Machine Learning/Deep Learning Analysis of Eye Data",
+      "type": "journal-article",
+      "year": 2019,
+      "content": "Bojikian K, Lee CS, Lee AY. Finding glaucoma in color fundus photographs using deep learning. JAMA Ophthalmol. 2019 Dec 1;137(12):1361-1362. <https://doi.org/10.1001/jamaophthalmol.2019.3512>. PMID: 31513255; PMCID: PMC7335661.",
+      "authors": ["Bojikian K", "Lee CS", "Lee AY"],
+      "journal": "JAMA Ophthalmol",
+      "volume": "137",
+      "issue": "12",
+      "pages": "1361-1362",
+      "doi": "10.1001/jamaophthalmol.2019.3512",
+      "pmid": "31513255",
+      "pmcid": "PMC7335661",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 61,
+      "category": "Machine Learning/Deep Learning Analysis of Eye Data",
+      "type": "journal-article",
+      "year": 2019,
+      "content": "Lee CS, Tyring AJ, Wu Y, Xiao S, Rokem AS, DeRuyter NP, Zhang Q, Tufail A, Wang RK, Lee AY. Generating retinal flow maps from structural optical coherence tomography with artificial intelligence. Sci Rep. 2019 Apr 5;9(1):5694. <https://doi.org/10.1038/s41598-019-42042-y>. PMID: 30952891; PMCID: PMC6450899.",
+      "authors": [
+        "Lee CS",
+        "Tyring AJ",
+        "Wu Y",
+        "Xiao S",
+        "Rokem AS",
+        "DeRuyter NP",
+        "Zhang Q",
+        "Tufail A",
+        "Wang RK",
+        "Lee AY"
+      ],
+      "journal": "Sci Rep.",
+      "volume": "9",
+      "issue": "1",
+      "pages": "5694",
+      "doi": "10.1038/s41598-019-42042-y",
+      "pmid": "30952891",
+      "pmcid": "PMC6450899",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 62,
+      "category": "Machine Learning/Deep Learning Analysis of Eye Data",
+      "type": "journal-article",
+      "year": 2019,
+      "content": "Wen JC, Lee CS,* Keane PA, Xiao S, Rokem AS, Chen PP, Wu Y, Lee AY. Forecasting future Humphrey Visual Fields using deep learning. PLoS One. 2019 Apr 5;14(4):e0214875. <https://doi.org/10.1371/journal.pone.0214875>. PMID: 30951547; PMCID: PMC6450620.",
+      "authors": [
+        "Wen JC",
+        "Lee CS",
+        "Keane PA",
+        "Xiao S",
+        "Rokem AS",
+        "Chen PP",
+        "Wu Y",
+        "Lee AY"
+      ],
+      "journal": "PLoS One",
+      "volume": "14",
+      "issue": "4",
+      "pages": "e0214875",
+      "doi": "10.1371/journal.pone.0214875",
+      "pmid": "30951547",
+      "pmcid": "PMC6450620",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 63,
+      "category": "Machine Learning/Deep Learning Analysis of Eye Data",
+      "type": "journal-article",
+      "year": 2019,
+      "content": "Kihara Y, Heeren TF, Lee CS, Wu Y, et al. Estimating Retinal Sensitivity Using Optical Coherence Tomography with Deep-Learning Algorithms in Macular Telangiectasia Type 2. JAMA Netw Open. 2019 Feb 1;2(2):e188029. <https://doi.org/10.1001/jamanetworkopen.2018.8029>. PMID: 30735236; PMCID: PMC6484597",
+      "authors": ["Kihara Y", "Heeren TF", "Lee CS", "Wu Y", "et al."],
+      "journal": "JAMA Netw Open.",
+      "volume": "2",
+      "issue": "2",
+      "pages": "e188029",
+      "doi": "10.1001/jamanetworkopen.2018.8029",
+      "pmid": "30735236",
+      "pmcid": "PMC6484597",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 64,
+      "category": "Big Data/Population Studies",
+      "type": "journal-article",
+      "year": 2025,
+      "content": "Jiang Y, Davidson O, Blazes M, Rajesh AE, Lomazow W, Bagsadarova Y, Lee AY, Lee CS, Sundararajan M; IRIS Registry Analytic Center Consortium. Predictors of Health Care Disparities in Fuchs Dystrophy Treatment Using the IRIS Registry. Cornea. 2025 Jan 8. <https://doi.org/10.1097/ICO.0000000000003789>. Epub ahead of print. PMID: 39778162.",
+      "authors": [
+        "Jiang Y",
+        "Davidson O",
+        "Blazes M",
+        "Rajesh AE",
+        "Lomazow W",
+        "Bagsadarova Y",
+        "Lee AY",
+        "Lee CS",
+        "Sundararajan M",
+        "IRIS Registry Analytic Center Consortium"
+      ],
+      "journal": "Cornea",
+      "doi": "10.1097/ICO.0000000000003789",
+      "pmid": "39778162",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 65,
+      "category": "Big Data/Population Studies",
+      "type": "journal-article",
+      "year": 2025,
+      "content": "Gim N, Blazes M, Gutiérrez CI, Zalunardo L, Corradetti G, Elze T, Honda N, Waheed N, Cairns AM, Canto-Soler MV, Domalpally A. Retinal Imaging in an Era of Open Science and Privacy Protection. Experimental Eye Research. 2025 Mar 14:110341.",
+      "authors": [
+        "Gim N",
+        "Blazes M",
+        "Gutiérrez CI",
+        "Zalunardo L",
+        "Corradetti G",
+        "Elze T",
+        "Honda N",
+        "Waheed N",
+        "Cairns AM",
+        "Canto-Soler MV",
+        "Domalpally A"
+      ],
+      "journal": "Experimental Eye Research",
+      "doi": "",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 66,
+      "category": "Big Data/Population Studies",
+      "type": "journal-article",
+      "year": 2024,
+      "content": "Blazes M, Ngadisastra C, Li PR, Lee CS, Lee JS, See LC, Lin KK. Incidence and progression of age-related macular degeneration among patients with and without obstructive sleep apnea: a national cohort study. Retina. 2024 Oct 16. <https://doi.org/10.1097/IAE.0000000000004293>. Epub ahead of print. PMID: 39454055.",
+      "authors": [
+        "Blazes M",
+        "Ngadisastra C",
+        "Li PR",
+        "Lee CS",
+        "Lee JS",
+        "See LC",
+        "Lin KK"
+      ],
+      "journal": "Retina",
+      "doi": "10.1097/IAE.0000000000004293",
+      "pmid": "39454055",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 67,
+      "category": "Big Data/Population Studies",
+      "type": "journal-article",
+      "year": 2024,
+      "content": "Davidson O, Rajesh AE, Blazes M, Batchelor A, Lee AY, Lee CS, Huang LC; IRIS® Registry Analytic Center Consortium. Sociodemographic and Visual Outcomes of Juvenile Idiopathic Arthritis Uveitis: IRIS® Registry Study. Clin Ophthalmol. 2024 May 8;18:1257-1266. <https://doi.org/10.2147/OPTH.S456252>. PMID: 38741584; PMCID: PMC11089303.",
+      "authors": [
+        "Davidson O",
+        "Rajesh AE",
+        "Blazes M",
+        "Batchelor A",
+        "Lee AY",
+        "Lee CS",
+        "Huang LC",
+        "IRIS® Registry Analytic Center Consortium"
+      ],
+      "journal": "Clin Ophthalmol.",
+      "volume": "18",
+      "pages": "1257-1266",
+      "doi": "10.2147/OPTH.S456252",
+      "pmid": "38741584",
+      "pmcid": "PMC11089303",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 68,
+      "category": "Big Data/Population Studies",
+      "type": "journal-article",
+      "year": 2023,
+      "content": "Brant A, Kolomeyer N, Goldberg JL, Haller J, Lee CS, Lee AY, Lorch AC, Lum F, Miller JW, Parke DW 2nd, Hyman L, Pershing S. United States Population Disparities in Ophthalmic Care: Blindness and Visual Impairment in the IRIS® Registry (Intelligent Research in Sight). Ophthalmology. 2023 Nov;130(11):1121-1137. <https://doi.org/10.1016/j.ophtha.2023.06.011>. Epub 2023 Jun 17. PMID: 37331480; PMCID: PMC10592479.",
+      "authors": [
+        "Brant A",
+        "Kolomeyer N",
+        "Goldberg JL",
+        "Haller J",
+        "Lee CS",
+        "Lee AY",
+        "Lorch AC",
+        "Lum F",
+        "Miller JW",
+        "Parke DW 2nd",
+        "Hyman L",
+        "Pershing S"
+      ],
+      "journal": "Ophthalmology",
+      "volume": "130",
+      "issue": "11",
+      "pages": "1121-1137",
+      "doi": "10.1016/j.ophtha.2023.06.011",
+      "pmid": "37331480",
+      "pmcid": "PMC10592479",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 69,
+      "category": "Big Data/Population Studies",
+      "type": "journal-article",
+      "year": 2023,
+      "content": "Rajesh AE, Davidson O, Lacy M, Chandramohan A, Lee AY, Lee CS, Tarczy-Hornoch K; IRIS® Registry Analytic Center Consortium. Race, Ethnicity, Insurance, and Population Density Associations with Pediatric Strabismus and Strabismic Amblyopia in the IRIS® Registry. Ophthalmology. 2023 Oct;130(10):1090-1098. <https://doi.org/10.1016/j.ophtha.2023.06.008>. Epub 2023 Jun 17. PMID: 37331481; PMCID: PMC10527204.",
+      "authors": [
+        "Rajesh AE",
+        "Davidson O",
+        "Lacy M",
+        "Chandramohan A",
+        "Lee AY",
+        "Lee CS",
+        "Tarczy-Hornoch K",
+        "IRIS® Registry Analytic Center Consortium"
+      ],
+      "journal": "Ophthalmology",
+      "volume": "130",
+      "issue": "10",
+      "pages": "1090-1098",
+      "doi": "10.1016/j.ophtha.2023.06.008",
+      "pmid": "37331481",
+      "pmcid": "PMC10527204",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 70,
+      "category": "Big Data/Population Studies",
+      "type": "journal-article",
+      "year": 2023,
+      "content": "Shaffer J, Rajesh A, Stewart MW, Lee AY, Miller DD, Lee CS, Francis CE. Evaluating Access to Laser Eye Surgery by Driving Times Using Medicare Data and Geographical Mapping. JAMA Ophthalmol. 2023 Jul 20:e233061. <https://doi.org/10.1001/jamaophthalmol.2023.3061>. Epub ahead of print. PMID: 37471084; PMCID: PMC10360006.",
+      "authors": [
+        "Shaffer J",
+        "Rajesh A",
+        "Stewart MW",
+        "Lee AY",
+        "Miller DD",
+        "Lee CS",
+        "Francis CE"
+      ],
+      "journal": "JAMA Ophthalmol.",
+      "doi": "10.1001/jamaophthalmol.2023.3061",
+      "pmid": "37471084",
+      "pmcid": "PMC10360006",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 71,
+      "category": "Big Data/Population Studies",
+      "type": "journal-article",
+      "year": 2023,
+      "content": "Brant A, Kolomeyer N, Goldberg JL, Haller J, Lee CS, Lee AY, Lorch AC, Miller JW, Hyman L, Pershing S. Evaluating Visual Acuity in the American Academy of Ophthalmology IRIS® Registry. Ophthalmol Sci. 2023 Jun 19;4(1):100352. <https://doi.org/10.1016/j.xops.2023.100352>. PMID: 37869025; PMCID: PMC10587626.",
+      "authors": [
+        "Brant A",
+        "Kolomeyer N",
+        "Goldberg JL",
+        "Haller J",
+        "Lee CS",
+        "Lee AY",
+        "Lorch AC",
+        "Miller JW",
+        "Hyman L",
+        "Pershing S"
+      ],
+      "journal": "Ophthalmol Sci.",
+      "volume": "4",
+      "issue": "1",
+      "pages": "100352",
+      "doi": "10.1016/j.xops.2023.100352",
+      "pmid": "37869025",
+      "pmcid": "PMC10587626",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 72,
+      "category": "Big Data/Population Studies",
+      "type": "journal-article",
+      "year": 2023,
+      "content": "Ramesh S, Zhang QE, Sharpe J, Penne R, Haller J, Lum F, Lee AY, Lee CS, Pershing S, Miller JW, Lorch A, Hyman L; Iris Research Analytic Center Consortium. Thyroid Eye Disease and its Vision-Threatening Manifestations in the Academy IRIS Registry: 2014-2018. Am J Ophthalmol. 2023 Sep;253:74-85. <https://doi.org/10.1016/j.ajo.2023.04.013>. Epub 2023 May 17. PMID: 37201696; PMCID: PMC10525031.",
+      "authors": [
+        "Ramesh S",
+        "Zhang QE",
+        "Sharpe J",
+        "Penne R",
+        "Haller J",
+        "Lum F",
+        "Lee AY",
+        "Lee CS",
+        "Pershing S",
+        "Miller JW",
+        "Lorch A",
+        "Hyman L",
+        "Iris Research Analytic Center Consortium"
+      ],
+      "journal": "Am J Ophthalmol.",
+      "volume": "253",
+      "pages": "74-85",
+      "doi": "10.1016/j.ajo.2023.04.013",
+      "pmid": "37201696",
+      "pmcid": "PMC10525031",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 73,
+      "category": "Big Data/Population Studies",
+      "type": "journal-article",
+      "year": 2022,
+      "content": "Batchelor A, Lacy M, Hunt M, Lu R, Lee AY, Lee CS, Saraf SS, Chee YE; IRIS Registry Analytic Center Consortium. Predictors of Long-term Ophthalmic Complications after Closed Globe Injuries Using the Intelligent Research in Sight (IRIS®) Registry. Ophthalmol Sci. 2022 Oct 28;3(1):100237. <https://doi.org/10.1016/j.xops.2022.100237>. PMID: 36561352; PMCID: PMC9764252.",
+      "authors": [
+        "Batchelor A",
+        "Lacy M",
+        "Hunt M",
+        "Lu R",
+        "Lee AY",
+        "Lee CS",
+        "Saraf SS",
+        "Chee YE",
+        "IRIS Registry Analytic Center Consortium"
+      ],
+      "journal": "Ophthalmol Sci.",
+      "volume": "3",
+      "issue": "1",
+      "pages": "100237",
+      "doi": "10.1016/j.xops.2022.100237",
+      "pmid": "36561352",
+      "pmcid": "PMC9764252",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 74,
+      "category": "Big Data/Population Studies",
+      "type": "journal-article",
+      "year": 2022,
+      "content": "Hunt MS, Chee YE, Saraf SS, Chew EY, Lee CS, Lee AY, Manookin MB. Association of Environmental Factors with Age-Related Macular Degeneration using the Intelligent Research in Sight Registry. Ophthalmol Sci. 2022 Jul 12;2(4):100195. <https://doi.org/10.1016/j.xops.2022.100195>. Erratum in: Ophthalmol Sci. 2023 Jan 13;3(1):100272. PMID: 36531573; PMCID: PMC9754968.",
+      "authors": [
+        "Hunt MS",
+        "Chee YE",
+        "Saraf SS",
+        "Chew EY",
+        "Lee CS",
+        "Lee AY",
+        "Manookin MB"
+      ],
+      "journal": "Ophthalmol Sci.",
+      "volume": "2",
+      "issue": "4",
+      "pages": "100195",
+      "doi": "10.1016/j.xops.2022.100195",
+      "pmid": "36531573",
+      "pmcid": "PMC9754968",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 75,
+      "category": "Big Data/Population Studies",
+      "type": "journal-article",
+      "year": 2022,
+      "content": "Saraf SS, Lacy M, Hunt MS, Lee CS, Lee AY, Chee YE; IRIS Registry Research Analytic Centers. Demographics and Seasonality of Retinal Detachment, Retinal Breaks, and Posterior Vitreous Detachment from the Intelligent Research in Sight Registry. Ophthalmol Sci. 2022 Mar 18;2(2):100145. <https://doi.org/10.1016/j.xops.2022.100145>. PMID: 36249681; PMCID: PMC9559074.",
+      "authors": [
+        "Saraf SS",
+        "Lacy M",
+        "Hunt MS",
+        "Lee CS",
+        "Lee AY",
+        "Chee YE",
+        "IRIS Registry Research Analytic Centers"
+      ],
+      "journal": "Ophthalmol Sci.",
+      "volume": "2",
+      "issue": "2",
+      "pages": "100145",
+      "doi": "10.1016/j.xops.2022.100145",
+      "pmid": "36249681",
+      "pmcid": "PMC9559074",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 76,
+      "category": "Big Data/Population Studies",
+      "type": "journal-article",
+      "year": 2022,
+      "content": "Lacy M, Kung TH, Owen JP, Yanagihara RT, Blazes M, Pershing S, Hyman LG, Van Gelder RN, Lee AY, Lee CS; IRIS® Registry Analytic Center Consortium. Endophthalmitis Rate in Immediately Sequential versus Delayed Sequential Bilateral Cataract Surgery within the Intelligent Research in Sight (IRIS®) Registry Data. Ophthalmology. 2022 Feb;129(2):129-138. <https://doi.org/10.1016/j.ophtha.2021.07.008>. Epub 2021 Jul 13. PMID: 34265315; PMCID: PMC8755857.",
+      "authors": [
+        "Lacy M",
+        "Kung TH",
+        "Owen JP",
+        "Yanagihara RT",
+        "Blazes M",
+        "Pershing S",
+        "Hyman LG",
+        "Van Gelder RN",
+        "Lee AY",
+        "Lee CS",
+        "IRIS® Registry Analytic Center Consortium"
+      ],
+      "journal": "Ophthalmology",
+      "volume": "129",
+      "issue": "2",
+      "pages": "129-138",
+      "doi": "10.1016/j.ophtha.2021.07.008",
+      "pmid": "34265315",
+      "pmcid": "PMC8755857",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 77,
+      "category": "Big Data/Population Studies",
+      "type": "journal-article",
+      "year": 2022,
+      "content": "Li Y, Hall NE, Pershing S, Hyman L, Haller JA, Lee AY, Lee CS, Chiang M, Lum F, Miller JW, Lorch A, Elze T. Age, Gender, and Laterality of Retinal Vascular Occlusion: A Retrospective Study from the IRIS® Registry. Ophthalmol Retina. 2022 Feb;6(2):161-171. <https://doi.org/10.1016/j.oret.2021.05.004>. Epub 2021 May 12. PMID: 33991710; PMCID: PMC9178780.",
+      "authors": [
+        "Li Y",
+        "Hall NE",
+        "Pershing S",
+        "Hyman L",
+        "Haller JA",
+        "Lee AY",
+        "Lee CS",
+        "Chiang M",
+        "Lum F",
+        "Miller JW",
+        "Lorch A",
+        "Elze T"
+      ],
+      "journal": "Ophthalmol Retina.",
+      "volume": "6",
+      "issue": "2",
+      "pages": "161-171",
+      "doi": "10.1016/j.oret.2021.05.004",
+      "pmid": "33991710",
+      "pmcid": "PMC9178780",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 78,
+      "category": "Big Data/Population Studies",
+      "type": "journal-article",
+      "year": 2021,
+      "content": "McKay KM, Apostolopoulos N, Darouj M… Lee AY, Lee CS. Assessing the Uniformity of Uveitis Clinical Concepts and Associated ICD-10 Codes Across Health Care Systems Sharing the Same Electronic Health Records System. JAMA Ophthalmol. 2021 Aug 1;139(8):887-894. <https://doi.org/10.1001/jamaophthalmol.2021.2045>. PMID: 34196692; PMCID: PMC8251648.",
+      "authors": [
+        "McKay KM",
+        "Apostolopoulos N",
+        "Darouj M…",
+        "Lee AY",
+        "Lee CS"
+      ],
+      "journal": "JAMA Ophthalmol.",
+      "volume": "139",
+      "issue": "8",
+      "pages": "887-894",
+      "doi": "10.1001/jamaophthalmol.2021.2045",
+      "pmid": "34196692",
+      "pmcid": "PMC8251648",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 79,
+      "category": "Big Data/Population Studies",
+      "type": "journal-article",
+      "year": 2021,
+      "content": "Owen JP, Blazes M, Lacy M, Yanagihara RT, Van Gelder RN, Lee AY, Lee CS*; IRIS Research Analytic Center Consortium. Refractive Outcomes After Immediate Sequential vs Delayed Sequential Bilateral Cataract Surgery. JAMA Ophthalmol. 2021 Aug 1;139(8):876-885. <https://doi.org/10.1001/jamaophthalmol.2021.2032>. Erratum in: JAMA Ophthalmol. 2021 Aug 1;139(8):924. Erratum in: JAMA Ophthalmol. 2021 Oct 7; PMID: 34196667; PMCID: PMC8251655",
+      "authors": [
+        "Owen JP",
+        "Blazes M",
+        "Lacy M",
+        "Yanagihara RT",
+        "Van Gelder RN",
+        "Lee AY",
+        "Lee CS*",
+        "IRIS Research Analytic Center Consortium"
+      ],
+      "journal": "JAMA Ophthalmol.",
+      "volume": "139",
+      "issue": "8",
+      "pages": "876-885",
+      "doi": "10.1001/jamaophthalmol.2021.2032",
+      "pmid": "34196667",
+      "pmcid": "PMC8251655",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 80,
+      "category": "Big Data/Population Studies",
+      "type": "journal-article",
+      "year": 2021,
+      "content": "Bagdasarova Y, Lee AY, Maring M, Wen J, Lacy M, Lee CS, Chen A; IRIS Registry Analytic Centers Study Group. Cataract Surgery Is Not Associated with Decreased Risk of Retinal Vein Occlusion. Ophthalmol Sci. 2021 Jul 14;1(3):100041. <https://doi.org/10.1016/j.xops.2021.100041>. PMID: 36275940; PMCID: PMC9562376.",
+      "authors": [
+        "Bagdasarova Y",
+        "Lee AY",
+        "Maring M",
+        "Wen J",
+        "Lacy M",
+        "Lee CS",
+        "Chen A",
+        "IRIS Registry Analytic Centers Study Group"
+      ],
+      "journal": "Ophthalmol Sci.",
+      "volume": "1",
+      "issue": "3",
+      "pages": "100041",
+      "doi": "10.1016/j.xops.2021.100041",
+      "pmid": "36275940",
+      "pmcid": "PMC9562376",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 81,
+      "category": "Big Data/Population Studies",
+      "type": "journal-article",
+      "year": 2021,
+      "content": "Lee CS, Lee ML, Yanagihara RT, Lee AY. Predictors of narrow angle detection rate-a longitudinal study of Massachusetts residents over 1.7 million person years. Eye (Lond). 2021 Mar;35(3):952-958. <https://doi.org/10.1038/s41433-020-1003-0>. Epub 2020 Jun 3. PMID: 32494044; PMCID: PMC8027027.",
+      "authors": ["Lee CS", "Lee ML", "Yanagihara RT", "Lee AY"],
+      "journal": "Eye (Lond)",
+      "volume": "35",
+      "issue": "3",
+      "pages": "952-958",
+      "doi": "10.1038/s41433-020-1003-0",
+      "pmid": "32494044",
+      "pmcid": "PMC8027027",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 82,
+      "category": "Big Data/Population Studies",
+      "type": "journal-article",
+      "year": 2020,
+      "content": "Hojjatie SL, Lee CS. Defining Geographic Atrophy in the Asian Population Using the Asian Eye Epidemiology Consortium. Ophthalmology. 2020 Oct;127(10):1382-1383. <https://doi.org/10.1016/j.ophtha.2020.05.009>. PMID: 32951674; PMCID: PMC9844241.",
+      "authors": ["Hojjatie SL", "Lee CS"],
+      "journal": "Ophthalmology",
+      "volume": "127",
+      "issue": "10",
+      "pages": "1382-1383",
+      "doi": "10.1016/j.ophtha.2020.05.009",
+      "pmid": "32951674",
+      "pmcid": "PMC9844241",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 83,
+      "category": "Big Data/Population Studies",
+      "type": "journal-article",
+      "year": 2020,
+      "content": "Lee CS, Owen JP, Yanagihara RT, Lorch A, Pershing S, Hyman L, Miller JW, Haller JA, Chiang MF, Lum F, Lee AY. Smoking Is Associated with Higher Intraocular Pressure Regardless of Glaucoma: A Retrospective Study of 12.5 Million Patients Using the Intelligent Research in Sight (IRIS®) Registry. Ophthalmol Glaucoma. 2020 Jul-Aug;3(4):253-261. <https://doi.org/10.1016/j.ogla.2020.03.008>. Epub 2020 Mar 31. PMID: 33008558; PMCID: PMC7532983.",
+      "authors": [
+        "Lee CS",
+        "Owen JP",
+        "Yanagihara RT",
+        "Lorch A",
+        "Pershing S",
+        "Hyman L",
+        "Miller JW",
+        "Haller JA",
+        "Chiang MF",
+        "Lum F",
+        "Lee AY"
+      ],
+      "journal": "Ophthalmol Glaucoma",
+      "volume": "3",
+      "issue": "4",
+      "pages": "253-261",
+      "doi": "10.1016/j.ogla.2020.03.008",
+      "pmid": "33008558",
+      "pmcid": "PMC7532983",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 84,
+      "category": "Commentaries and Review Articles",
+      "type": "journal-article",
+      "year": 2024,
+      "content": "Chan VTT, Ran AR, Wagner SK, Hui HYH, Hu X, Ko H, Fekrat S, Wang Y, Lee CS, Young AL, Tham CC, Tham YC, Keane PA, Milea D, Chen C, Wong TY, Mok VCT, Cheung CY. Value Proposition of Retinal Imaging in Alzheimer's Disease Screening: A Review of Eight Evolving Trends. Prog Retin Eye Res. 2024 Aug 20:101290. <https://doi.org/10.1016/j.preteyeres.2024.101290>. Epub ahead of print. PMID: 39173942.",
+      "authors": [
+        "Chan VTT",
+        "Ran AR",
+        "Wagner SK",
+        "Hui HYH",
+        "Hu X",
+        "Ko H",
+        "Fekrat S",
+        "Wang Y",
+        "Lee CS",
+        "Young AL",
+        "Tham CC",
+        "Tham YC",
+        "Keane PA",
+        "Milea D",
+        "Chen C",
+        "Wong TY",
+        "Mok VCT",
+        "Cheung CY"
+      ],
+      "journal": "Prog Retin Eye Res.",
+      "doi": "10.1016/j.preteyeres.2024.101290",
+      "pmid": "39173942",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 85,
+      "category": "Commentaries and Review Articles",
+      "type": "journal-article",
+      "year": 2024,
+      "content": "Chew EY, Burns SA, Abraham AG, …Lee CS, M… Shen GL, Oh YS. Standardization and clinical applications of retinal imaging biomarkers for cardiovascular disease: a Roadmap from an NHLBI workshop. Nat Rev Cardiol. 2024 Jul 22. <https://doi.org/10.1038/s41569-024-01060-8>. Epub ahead of print. PMID: 39039178.",
+      "authors": [
+        "Chew EY",
+        "Burns SA",
+        "Abraham AG",
+        "…Lee CS",
+        "M… Shen GL",
+        "Oh YS"
+      ],
+      "journal": "Nat Rev Cardiol.",
+      "doi": "10.1038/s41569-024-01060-8",
+      "pmid": "39039178",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 86,
+      "category": "Commentaries and Review Articles",
+      "type": "journal-article",
+      "year": 2024,
+      "content": "Lee CS, Brandt JD, Lee AY. Entering the Exciting Era of Artificial Intelligence and Big Data in Ophthalmology. Ophthalmol Sci. 2024 Jan 19;4(2):100469. <https://doi.org/10.1016/j.xops.2024.100469>. PMID: 38333043; PMCID: PMC10851194.",
+      "authors": ["Lee CS", "Brandt JD", "Lee AY"],
+      "journal": "Ophthalmol Sci.",
+      "volume": "4",
+      "issue": "2",
+      "pages": "100469",
+      "doi": "10.1016/j.xops.2024.100469",
+      "pmid": "38333043",
+      "pmcid": "PMC10851194",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 87,
+      "category": "Commentaries and Review Articles",
+      "type": "journal-article",
+      "year": 2023,
+      "content": "Betzler BK, Chen H, Cheng CY, Lee CS, Ning G, Song SJ, Lee AY, Kawasaki R, van Wijngaarden P, Grzybowski A, He M, Li D, Ran Ran A, Ting DSW, Teo K, Ruamviboonsuk P, Sivaprasad S, Chaudhary V, Tadayoni R, Wang X, Cheung CY, Zheng Y, Wang YX, Tham YC, Wong TY. Large language models and their impact in ophthalmology. Lancet Digit Health. 2023 Dec;5(12):e917-e924. <https://doi.org/10.1016/S2589-7500(23)00201-7>. PMID: 38000875; PMCID: PMC11003328.",
+      "authors": [
+        "Betzler BK",
+        "Chen H",
+        "Cheng CY",
+        "Lee CS",
+        "Ning G",
+        "Song SJ",
+        "Lee AY",
+        "Kawasaki R",
+        "van Wijngaarden P",
+        "Grzybowski A",
+        "He M",
+        "Li D",
+        "Ran Ran A",
+        "Ting DSW",
+        "Teo K",
+        "Ruamviboonsuk P",
+        "Sivaprasad S",
+        "Chaudhary V",
+        "Tadayoni R",
+        "Wang X",
+        "Cheung CY",
+        "Zheng Y",
+        "Wang YX",
+        "Tham YC",
+        "Wong TY"
+      ],
+      "journal": "Lancet Digit Health.",
+      "volume": "5",
+      "issue": "12",
+      "pages": "e917-e924",
+      "doi": "10.1016/S2589-7500(23)00201-7",
+      "pmid": "38000875",
+      "pmcid": "PMC11003328",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 88,
+      "category": "Commentaries and Review Articles",
+      "type": "journal-article",
+      "year": 2023,
+      "content": "Rajesh AE, Davidson OQ, Lee CS, Lee AY. Artificial Intelligence and Diabetic Retinopathy: AI Framework, Prospective Studies, Head-to-head Validation, and Cost-effectiveness. Diabetes Care. 2023 Oct 1;46(10):1728-1739. <https://doi.org/10.2337/dci23-0032>. PMID: 37729502; PMCID: PMC10516248.",
+      "authors": ["Rajesh AE", "Davidson OQ", "Lee CS", "Lee AY"],
+      "journal": "Diabetes Care",
+      "volume": "46",
+      "issue": "10",
+      "pages": "1728-1739",
+      "doi": "10.2337/dci23-0032",
+      "pmid": "37729502",
+      "pmcid": "PMC10516248",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 89,
+      "category": "Commentaries and Review Articles",
+      "type": "journal-article",
+      "year": 2023,
+      "content": "Tang MY, Blazes MS, Lee CS. Imaging Amyloid and Tau in the Retina: Current Research and Future Directions. J Neuroophthalmol. 2023 Jun 1;43(2):168-179. <https://doi.org/10.1097/WNO.0000000000001786>. Epub 2023 Feb 3. PMID: 36705970; PMCID: PMC10191872",
+      "authors": ["Tang MY", "Blazes MS", "Lee CS"],
+      "journal": "J Neuroophthalmol.",
+      "volume": "43",
+      "issue": "2",
+      "pages": "168-179",
+      "doi": "10.1097/WNO.0000000000001786",
+      "pmid": "36705970",
+      "pmcid": "PMC10191872",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 90,
+      "category": "Commentaries and Review Articles",
+      "type": "journal-article",
+      "year": 2022,
+      "content": "Yaghy A, Lee AY, Keane PA, … Lee CS, …Waheed NK. Artificial intelligence-based strategies to identify patient populations and advance analysis in age-related macular degeneration clinical trials. Exp Eye Res. 2022 Jul;220:109092. <https://doi.org/10.1016/j.exer.2022.109092>. Epub 2022 May 4. PMID: 35525297; PMCID: PMC9405680.",
+      "authors": ["Yaghy A", "Lee AY", "Keane PA", "… Lee CS", "…Waheed NK"],
+      "journal": "Exp Eye Res.",
+      "volume": "220",
+      "pages": "109092",
+      "doi": "10.1016/j.exer.2022.109092",
+      "pmid": "35525297",
+      "pmcid": "PMC9405680",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 91,
+      "category": "Commentaries and Review Articles",
+      "type": "journal-article",
+      "year": 2022,
+      "content": "Lu RY, Lee CS. Geographic Distribution of Visual Impairment and Access to Ophthalmologists. JAMA Ophthalmol. 2022 Jun 1;140(6):585-586. <https://doi.org/10.1001/jamaophthalmol.2022.1222>. PMID: 35511159.",
+      "authors": ["Lu RY", "Lee CS"],
+      "journal": "JAMA Ophthalmol.",
+      "volume": "140",
+      "issue": "6",
+      "pages": "585-586",
+      "doi": "10.1001/jamaophthalmol.2022.1222",
+      "pmid": "35511159",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 92,
+      "category": "Commentaries and Review Articles",
+      "type": "journal-article",
+      "year": 2022,
+      "content": "Yuan A, Lee CS. Retinal Biomarkers for Alzheimer Disease: The Facts and the Future. Asia Pac J Ophthalmol (Phila). 2022 Mar-Apr 01;11(2):140-148. <https://doi.org/10.1097/APO.0000000000000505>. PMID: 35533333; PMCID: PMC9889204.",
+      "authors": ["Yuan A", "Lee CS"],
+      "journal": "Asia Pac J Ophthalmol (Phila).",
+      "volume": "11",
+      "issue": "2",
+      "pages": "140-148",
+      "doi": "10.1097/APO.0000000000000505",
+      "pmid": "35533333",
+      "pmcid": "PMC9889204",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 93,
+      "category": "Commentaries and Review Articles",
+      "type": "journal-article",
+      "year": 2022,
+      "content": "Yuan A, Lee CS. Real-time Augmented Reality-The Next Frontier for Ophthalmic Surgery. JAMA Ophthalmol. 2022 Feb 1;140(2):177-178. <https://doi.org/10.1001/jamaophthalmol.2021.5745>. PMID: 35024792; PMCID: PMC9844663.",
+      "authors": ["Yuan A", "Lee CS"],
+      "journal": "JAMA Ophthalmol.",
+      "volume": "140",
+      "issue": "2",
+      "pages": "177-178",
+      "doi": "10.1001/jamaophthalmol.2021.5745",
+      "pmid": "35024792",
+      "pmcid": "PMC9844663",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 94,
+      "category": "Commentaries and Review Articles",
+      "type": "journal-article",
+      "year": 2022,
+      "content": "Lee CS, Blazes M, Lorch A, Pershing S, Hyman L, Ho AC, Haller J, Miller JW, Chew EY, Lum F, Lee AY. American Academy of Ophthalmology Intelligent Research in Sight (IRIS®) Registry and the IRIS Registry Analytic Center Consortium. Ophthalmol Sci. 2022 Jan 8;2(1):100112. <https://doi.org/10.1016/j.xops.2022.100112>. PMID: 36246182; PMCID: PMC9560568.",
+      "authors": [
+        "Lee CS",
+        "Blazes M",
+        "Lorch A",
+        "Pershing S",
+        "Hyman L",
+        "Ho AC",
+        "Haller J",
+        "Miller JW",
+        "Chew EY",
+        "Lum F",
+        "Lee AY"
+      ],
+      "journal": "Ophthalmol Sci.",
+      "volume": "2",
+      "issue": "1",
+      "pages": "100112",
+      "doi": "10.1016/j.xops.2022.100112",
+      "pmid": "36246182",
+      "pmcid": "PMC9560568",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 95,
+      "category": "Commentaries and Review Articles",
+      "type": "journal-article",
+      "year": 2021,
+      "content": "Lee CS, Brandt JD, Lee AY. Big Data and Artificial Intelligence in Ophthalmology: Where Are We Now? Ophthalmol Sci. 2021 Jun 25;1(2):100036. <https://doi.org/10.1016/j.xops.2021.100036>. PMID: 36249294; PMCID: PMC9560652",
+      "authors": ["Lee CS", "Brandt JD", "Lee AY"],
+      "journal": "Ophthalmol Sci.",
+      "volume": "1",
+      "issue": "2",
+      "pages": "100036",
+      "doi": "10.1016/j.xops.2021.100036",
+      "pmid": "36249294",
+      "pmcid": "PMC9560652",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 96,
+      "category": "Commentaries and Review Articles",
+      "type": "journal-article",
+      "year": 2021,
+      "content": "Blazes M, Lee CS. Understanding the Brain through Aging Eyes. Adv Geriatr Med Res. 2021;3(2):e210008. <https://doi.org/10.20900/agmr20210008>. Epub 2021 Mar 1. PMID: 33748826; PMCID: PMC7971450",
+      "authors": ["Blazes M", "Lee CS"],
+      "journal": "Adv Geriatr Med Res.",
+      "volume": "3",
+      "issue": "2",
+      "pages": "e210008",
+      "doi": "10.20900/agmr20210008",
+      "pmid": "33748826",
+      "pmcid": "PMC7971450",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 97,
+      "category": "Commentaries and Review Articles",
+      "type": "journal-article",
+      "year": 2020,
+      "content": "Lee CS, Apte RS. Retinal Biomarkers of Alzheimer Disease. Am J Ophthalmol. 2020 Oct;218:337-341. <https://doi.org/10.1016/j.ajo.2020.04.040>. Epub 2020 May 6. PMID: 32387435; PMCID: PMC7529847.",
+      "authors": ["Lee CS", "Apte RS"],
+      "journal": "Am J Ophthalmol.",
+      "volume": "218",
+      "pages": "337-341",
+      "doi": "10.1016/j.ajo.2020.04.040",
+      "pmid": "32387435",
+      "pmcid": "PMC7529847",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 98,
+      "category": "Commentaries and Review Articles",
+      "type": "journal-article",
+      "year": 2020,
+      "content": "Tom E, Keane PA, Blazes M, Pasquale LR, Chiang MF, Lee AY, Lee CS; AAO Artificial Intelligence Task Force. Protecting Data Privacy in the Age of AI-Enabled Ophthalmology. Trans Vis Sci Technol. 2020 Jul 6;9(2):36. <https://doi.org/10.1167/tvst.9.2.36>. PMID: 32855840; PMCID: PMC7424948.",
+      "authors": [
+        "Tom E",
+        "Keane PA",
+        "Blazes M",
+        "Pasquale LR",
+        "Chiang MF",
+        "Lee AY",
+        "Lee CS",
+        "AAO Artificial Intelligence Task Force"
+      ],
+      "journal": "Trans Vis Sci Technol.",
+      "volume": "9",
+      "issue": "2",
+      "pages": "36",
+      "doi": "10.1167/tvst.9.2.36",
+      "pmid": "32855840",
+      "pmcid": "PMC7424948",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 99,
+      "category": "Commentaries and Review Articles",
+      "type": "journal-article",
+      "year": 2020,
+      "content": "Lee CS, Lee AY. Clinical applications of continual learning machine learning. Lancet Digit Health. 2020 Jun;2(6):e279-e281. <https://doi.org/10.1016/S2589-7500(20)30102-3>. PMID: 33328120; PMCID: PMC8259323.",
+      "authors": ["Lee CS", "Lee AY"],
+      "journal": "Lancet Digit Health.",
+      "volume": "2",
+      "issue": "6",
+      "pages": "e279-e281",
+      "doi": "10.1016/S2589-7500(20)30102-3",
+      "pmid": "33328120",
+      "pmcid": "PMC8259323",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 100,
+      "category": "Commentaries and Review Articles",
+      "type": "journal-article",
+      "year": 2020,
+      "content": "Yanagihara RT, Lee CS,* Ting DSW, Lee AY. Methodological Challenges of Deep Learning in Optical Coherence Tomography for Retinal Diseases: A Review. Transl Vis Sci Technol. 2020 Feb 18;9(2):11. <https://doi.org/10.1167/tvst.9.2.11>. PMID: 32704417 PMCID: PMC7347025.",
+      "authors": ["Yanagihara RT", "Lee CS", "Ting DSW", "Lee AY"],
+      "journal": "Transl Vis Sci Technol.",
+      "volume": "9",
+      "issue": "2",
+      "pages": "11",
+      "doi": "10.1167/tvst.9.2.11",
+      "pmid": "32704417",
+      "pmcid": "PMC7347025",
+      "status": "published",
+      "tags": []
+    },
+    {
+      "id": 101,
+      "category": "Commentaries and Review Articles",
+      "type": "journal-article",
+      "year": 2020,
+      "content": "Lee CS, Lee AY. How Artificial Intelligence Can Transform Randomized Controlled Trials. Transl Vis Sci Technol. 2020;9(2):9. Published 2020 Feb 12. <https://doi.org/10.1167/tvst.9.2.9>. PMID: 32704415 PMCID: PMC7346875.",
+      "authors": ["Lee CS", "Lee AY"],
+      "journal": "Transl Vis Sci Technol.",
+      "volume": "9",
+      "issue": "2",
+      "pages": "9",
+      "doi": "10.1167/tvst.9.2.9",
+      "pmid": "32704415",
+      "pmcid": "PMC7346875",
+      "status": "published",
+      "tags": []
     }
   ]
 }
diff --git a/src/pages/publications/index.tsx b/src/pages/publications/index.tsx
index 166a7a6..b5c59d6 100644
--- a/src/pages/publications/index.tsx
+++ b/src/pages/publications/index.tsx
@@ -25,11 +25,26 @@ import Seo from '@/components/Seo';
 
 import publicationsData from '@/assets/data/publications.json';
 
-const publicationCategories = [
-  'Journal Articles',
-  'Abstracts',
-  'Lectures/Presentations',
-];
+// Sort publicationsData alphabetically by category and most recent year to oldest
+publicationsData.publications.sort((a, b) => {
+  if (a.category < b.category) {
+    return -1;
+  }
+  if (a.category > b.category) {
+    return 1;
+  }
+  if (a.year < b.year) {
+    return 1;
+  }
+  if (a.year > b.year) {
+    return -1;
+  }
+  return 0;
+});
+
+const publicationCategories = Array.from(
+  new Set(publicationsData.publications.map((pub) => pub.category)),
+).sort();
 
 /**
  * Helper component that converts markdown into HTML using your custom renderer.