{"id":"W3042684185","doi":"10.36834/cmej.69094","title":"Scholarly activity as a selection criterion in the Canadian Residency Matching Service (CaRMS): A review of published criteria by internal medicine, family medicine, and pediatrics programs","year":2020,"lang":"en","type":"review","venue":"Canadian Medical Education Journal","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Regional Municipality of Niagara","funders":"","keywords":"Service (business); Matching (statistics); Family medicine; Medicine; Ranking (information retrieval); Medical education; MEDLINE; Medical school; Internal medicine; Computer science; Political science; Business","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":[0.0637507,0.001077681,0.002557537,0.04888263,0.005233663,0.006634633,0.00574553,0.001415195,0.00291175],"category_scores_gemma":[0.1891648,0.0006425428,0.002277903,0.06375717,0.003805282,0.002797525,0.003443385,0.00158396,0.0005128738],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05229729,"about_ca_system_score_gemma":0.1482692,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.635722,"about_ca_topic_score_gemma":0.7724133,"domain_scores_codex":[0.9336888,0.009001166,0.01009163,0.001787286,0.04324174,0.002189446],"domain_scores_gemma":[0.7232844,0.08710146,0.03156395,0.003211658,0.1437729,0.01106559],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0006045275,0.0002225016,0.1132614,0.08034364,0.000876967,0.000200785,0.004427715,0.0002929945,0.000343343,0.003738512,0.08150552,0.7141823],"study_design_scores_gemma":[0.0002613317,0.0004767423,0.4473776,0.2139314,0.003394367,0.0009260525,0.01530381,0.001463993,0.001159382,0.001667802,0.3136294,0.0004079908],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.05435651,0.8764244,0.002665013,0.01965613,0.002978385,0.002743364,0.008762848,0.0002083089,0.03220504],"genre_scores_gemma":[0.4006002,0.562355,0.01764677,0.005040195,0.0009680849,0.002225338,0.008201125,0.0002328032,0.002730519],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9477027,"threshold_uncertainty_score":0.7328465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05399258183714725,"score_gpt":0.3918304139523908,"score_spread":0.3378378321152435,"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."}}