{"id":"W811267671","doi":"","title":"Gender trends and practice differences of Canadian ophthalmologists","year":2014,"lang":"en","type":"article","venue":"Investigative Ophthalmology & Visual Science","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; University of Toronto","funders":"","keywords":"Optometry; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00108567,0.0002804387,0.0003988857,0.003946224,0.002486372,0.001857212,0.001520308,0.001473107,0.007121357],"category_scores_gemma":[0.008089493,0.0004301097,0.0008020374,0.007751857,0.0007713748,0.0008123465,0.0009919925,0.00133899,0.0005063926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02058789,"about_ca_system_score_gemma":0.030267,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9477228,"about_ca_topic_score_gemma":0.9718567,"domain_scores_codex":[0.9972452,0.0001529533,0.000176121,0.0002984692,0.0008018693,0.001325499],"domain_scores_gemma":[0.9913111,0.0007666158,0.001842277,0.0001425118,0.002805996,0.003131417],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002214841,0.0000681198,0.9746933,0.00008667471,0.00008474581,0.000230302,0.00590475,0.0001304902,0.0003318023,0.000707851,0.004950903,0.01258967],"study_design_scores_gemma":[0.000008931647,0.00002233345,0.9914859,0.0000625141,0.00001459482,0.0001275197,0.005936788,0.0001267136,0.00004167089,0.00007399643,0.002084061,0.0000149672],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.97653,0.003667208,0.0001124137,0.00534747,0.00009174077,0.0000308197,0.00509105,0.00002418893,0.009105094],"genre_scores_gemma":[0.9956982,0.001169444,0.0001082688,0.0004285342,0.00003372413,0.00001402293,0.001014516,0.00001126231,0.00152204],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05227721,"threshold_uncertainty_score":0.1493763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1156283477456631,"score_gpt":0.3812917482113794,"score_spread":0.2656634004657163,"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."}}