{"id":"W4403766099","doi":"10.1016/j.jcjo.2024.09.008","title":"Disparities in cataract surgical training at the University of Toronto based on sex and medical school graduate type","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Ophthalmology","topic":"Intraocular Surgery and Lenses","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medical education; Medical school; Medicine; Optometry; Psychology; Gerontology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005928603,0.00005981988,0.0002157647,0.0000779272,0.00005183067,0.000005650422,0.00006201758,0.00008862314,0.005275984],"category_scores_gemma":[0.0003152178,0.00004308784,0.00005825666,0.0000565762,0.0002365032,0.00004055919,0.000005853661,0.0003073262,0.000004077253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001635315,"about_ca_system_score_gemma":0.001962882,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01995606,"about_ca_topic_score_gemma":0.005073801,"domain_scores_codex":[0.9993567,0.0001310502,0.0001467283,0.00007645967,0.0001292676,0.0001597586],"domain_scores_gemma":[0.9991025,0.000320319,0.00003240645,0.00007095462,0.00004319412,0.0004305806],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"observational","study_design_scores_codex":[0.001076589,0.00004924783,0.2529969,0.0001769923,0.0001908061,0.7314281,0.002465548,0.00006490853,0.00004359313,0.0009524673,0.00522331,0.005331504],"study_design_scores_gemma":[0.00185988,0.002004354,0.5560355,0.001433755,0.0001583746,0.4022475,0.00246886,0.001892275,0.0001208269,0.0001638297,0.03137754,0.0002373034],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863454,0.002868587,0.000001085686,0.003552291,0.0002751446,0.00003482286,0.000006266396,0.000001190285,0.006915281],"genre_scores_gemma":[0.9989737,0.00005186791,0.00001089106,0.00009343676,0.00007669467,7.481913e-8,0.00000351794,0.00000521974,0.0007846482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3291807,"threshold_uncertainty_score":0.9956333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04219311471287786,"score_gpt":0.2801495672949645,"score_spread":0.2379564525820866,"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."}}