{"id":"W4391746969","doi":"10.1177/24741264241230385","title":"Descriptive Analysis of Vitreoretinal Surgery Fellowship Program Directors","year":2024,"lang":"en","type":"article","venue":"Journal of VitreoRetinal Diseases","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Accreditation; Ophthalmology; Medicine; Vitreoretinal surgery; Index (typography); Equity (law); Family medicine; Medical education; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001959905,0.0001773625,0.0006906291,0.001045993,0.0002013637,0.0002302074,0.0004791033,0.00008404442,0.0008629166],"category_scores_gemma":[0.00150134,0.0001449603,0.001235573,0.002375675,0.001168028,0.0003547359,0.00005524675,0.0002662891,0.00000743625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001758187,"about_ca_system_score_gemma":0.0006897064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002894383,"about_ca_topic_score_gemma":0.00007226315,"domain_scores_codex":[0.9965922,0.0004615435,0.0005996025,0.0002163701,0.001763136,0.0003671256],"domain_scores_gemma":[0.9972853,0.001030232,0.0003805536,0.0001362508,0.0007033068,0.0004643743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001333661,0.00145421,0.7472652,0.0004871832,0.006873725,0.002624626,0.01926938,0.00007269029,0.0003013536,0.02094085,0.05529606,0.1440811],"study_design_scores_gemma":[0.0009360051,0.001816904,0.6644961,0.003600683,0.04261506,0.00005603168,0.1204395,0.0005832769,0.0008251864,0.004849762,0.1585541,0.001227454],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986582,0.005186831,0.0001641923,0.001379492,0.00119009,0.0001552172,0.0001008515,0.00008834138,0.005152966],"genre_scores_gemma":[0.99789,0.0006362097,0.0002113962,0.00006776841,0.0007299382,0.000003450081,0.00001948183,0.00001235059,0.0004294219],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1428536,"threshold_uncertainty_score":0.9448332,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02819256129342427,"score_gpt":0.3271066316823476,"score_spread":0.2989140703889233,"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."}}