{"id":"W3033787472","doi":"10.36834/cmej.69809","title":"Trends in Canadian ophthalmology residency match outcomes","year":2020,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"IMG; Competition (biology); Matching (statistics); Ophthalmology; Position (finance); Medicine; Medical education; Political science; Family medicine; Business; Computer science; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001874106,0.0003060402,0.0003186915,0.004253884,0.001926771,0.00132952,0.001341276,0.0004831192,0.006444892],"category_scores_gemma":[0.008893133,0.000161711,0.0004600324,0.007533623,0.0005564831,0.0005704652,0.00129993,0.000866572,0.000516608],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02629392,"about_ca_system_score_gemma":0.03692575,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9446442,"about_ca_topic_score_gemma":0.9630384,"domain_scores_codex":[0.9959037,0.0001485741,0.0001614477,0.0003767221,0.002438888,0.0009706867],"domain_scores_gemma":[0.9898806,0.000447856,0.001849791,0.00009581923,0.005244676,0.002481299],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001906917,0.00006369597,0.9294495,0.0002950377,0.00008471194,0.0001289409,0.0008444568,0.0007827998,0.0003235375,0.001324252,0.02894205,0.03757025],"study_design_scores_gemma":[0.00000661228,0.00004625416,0.9896535,0.00006081763,0.00001409368,0.00009195668,0.0009511781,0.0006327424,0.0001104042,0.00007695221,0.008340932,0.00001466431],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9183193,0.003946407,0.0008457468,0.00752537,0.0002172224,0.0001103504,0.03353612,0.0001953597,0.03530426],"genre_scores_gemma":[0.9832246,0.001600194,0.0006637917,0.000445439,0.00006805461,0.000059813,0.01119263,0.00002956742,0.002715807],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9981259,"threshold_uncertainty_score":0.1907767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03647849029193998,"score_gpt":0.3525626681944634,"score_spread":0.3160841779025234,"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."}}