{"id":"W4210457079","doi":"10.5489/cuaj.7718","title":"Should Canadian urology adopt structured reference letters for residency matching?","year":2022,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; McGill University; Université de Montréal; McGill University Health Centre","funders":"","keywords":"Matching (statistics); Urology; Medicine; Medical education; Computer science; Pathology","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":[0.03068112,0.0004461123,0.0005868619,0.002815752,0.01154435,0.007627729,0.005401108,0.0100473,0.02763827],"category_scores_gemma":[0.1768201,0.0008191324,0.0006955721,0.00493127,0.003364007,0.005079071,0.00357654,0.007619573,0.005753595],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03413753,"about_ca_system_score_gemma":0.1978425,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6922391,"about_ca_topic_score_gemma":0.8257618,"domain_scores_codex":[0.9677143,0.00827482,0.002904873,0.002269468,0.009391095,0.009445527],"domain_scores_gemma":[0.8557432,0.02237167,0.01018047,0.005884954,0.07093442,0.03488535],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000180076,0.0004252343,0.0320144,0.0004449856,0.00003697614,0.0007385312,0.003495312,0.0006728557,0.0006636915,0.008340124,0.6920814,0.2609065],"study_design_scores_gemma":[0.0005019349,0.0003888982,0.1254886,0.002963122,0.0001265855,0.002357632,0.02284144,0.002676549,0.001607213,0.00937137,0.8312272,0.0004494557],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03882533,0.002534721,0.003523686,0.879631,0.0118966,0.000580496,0.0004708302,0.0005999016,0.06193741],"genre_scores_gemma":[0.4154316,0.00432426,0.04157809,0.4911339,0.00644499,0.001036387,0.0009756437,0.0006305787,0.03844452],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9693189,"threshold_uncertainty_score":0.6191467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0358023015095398,"score_gpt":0.2637726751466752,"score_spread":0.2279703736371354,"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."}}