{"id":"W2443983017","doi":"10.1016/j.jcjo.2016.04.002","title":"Global landscape of ophthalmology medical education—the past, present, and future","year":2016,"lang":"en","type":"editorial","venue":"Canadian Journal of Ophthalmology","topic":"Ophthalmology and Visual Health Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Standardization; Medicine; Optometry; Medical care; Medical education; Ophthalmology; Family medicine; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001894354,0.000423407,0.001423395,0.0006365691,0.0002301159,0.00002114957,0.0009233235,0.00285704,0.008933121],"category_scores_gemma":[0.002010139,0.0002681442,0.0002806273,0.0004193608,0.001514604,0.0000855977,0.0001119542,0.002164204,0.00002515067],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003092758,"about_ca_system_score_gemma":0.04198154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002176885,"about_ca_topic_score_gemma":0.00004371842,"domain_scores_codex":[0.9955282,0.0008179643,0.001234011,0.000452984,0.0009961742,0.0009706459],"domain_scores_gemma":[0.9928021,0.001398155,0.0008818709,0.0005931311,0.001818729,0.002506051],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"case_report","study_design_scores_codex":[0.0006033606,0.0001426571,0.103339,0.0005429418,0.0003080198,0.04594814,0.00006031325,9.195963e-8,4.404528e-7,0.0002159303,0.8472984,0.001540711],"study_design_scores_gemma":[0.001245438,0.002291406,0.0287611,0.0003885088,0.0001519879,0.5535889,0.0001130328,0.000001187472,9.595868e-7,0.0007068669,0.4125874,0.0001632022],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.1493141,0.02826148,0.000001598517,0.03234864,0.7415791,0.0006908198,0.0004156226,0.000004874834,0.04738376],"genre_scores_gemma":[0.2289345,0.0002668759,0.00005844883,0.00006982598,0.7653632,0.00002163801,0.00007962174,0.00005353261,0.005152443],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.5076407,"threshold_uncertainty_score":0.9999771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03588791631078461,"score_gpt":0.4368263307073265,"score_spread":0.4009384143965419,"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."}}