{"id":"W2611224471","doi":"10.1016/j.jcjo.2017.02.020","title":"Evaluation of an online peer fundus photograph matching program in teaching direct ophthalmoscopy to medical students","year":2017,"lang":"en","type":"article","venue":"Canadian Journal of Ophthalmology","topic":"Ophthalmology and Visual Health Research","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University; Hotel Dieu Hospital","funders":"","keywords":"Ophthalmoscopy; Fundus (uterus); Medicine; Ophthalmology; Optometry; Matching (statistics); Curriculum; Medical education; Psychology; Retinal","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.02065653,0.000209259,0.0007923129,0.001193977,0.000358592,0.00006764048,0.001189722,0.000427699,0.001837735],"category_scores_gemma":[0.01047465,0.0001882179,0.0001333767,0.0002079749,0.0003289203,0.0002435472,0.00009268662,0.001492009,0.000008233482],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003918527,"about_ca_system_score_gemma":0.006132201,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0197535,"about_ca_topic_score_gemma":0.002457441,"domain_scores_codex":[0.9941202,0.001448919,0.0009252569,0.0003296373,0.002414227,0.0007617446],"domain_scores_gemma":[0.9947197,0.0002168138,0.0004702701,0.0005999348,0.00138874,0.002604506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007505941,0.00143836,0.9229406,0.0001301002,0.0001680471,0.0445115,0.0008515847,0.00003377324,0.0001304355,0.00002038423,0.0001076339,0.02891695],"study_design_scores_gemma":[0.002648947,0.005196351,0.9052032,0.0006248365,0.000105856,0.08489813,0.0004339918,0.0002794671,0.00007744932,0.0002880119,0.0001047295,0.0001389934],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880346,0.0003530169,0.000001280686,0.001792216,0.0007810432,0.0008906199,0.00002120914,0.000004147205,0.008121867],"genre_scores_gemma":[0.9979166,0.000004326269,0.00138906,0.00008007129,0.0002903468,0.00002870928,0.00001772921,0.00003254022,0.0002406011],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04038662,"threshold_uncertainty_score":0.9995021,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2612047117299209,"score_gpt":0.5754045203041795,"score_spread":0.3141998085742587,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}