{"id":"W2109422465","doi":"10.1503/cmaj.111123","title":"Effects of assessing the productivity of faculty in academic medical centres: a systematic review","year":2012,"lang":"en","type":"review","venue":"Canadian Medical Association Journal","topic":"Innovations in Medical Education","field":"Medicine","cited_by":84,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"PsycINFO; Productivity; Compensation (psychology); Promotion (chess); Revenue; MEDLINE; Medical education; Psychology; Medicine; Family medicine; Business; Political science; Accounting; Economics; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.04086502,0.001960131,0.009461111,0.0175518,0.0009750912,0.004502685,0.002790746,0.002554029,0.003118794],"category_scores_gemma":[0.1867436,0.001724344,0.00949283,0.01687004,0.001857269,0.004219281,0.002419765,0.001763271,0.0002682116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007570292,"about_ca_system_score_gemma":0.01562642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009250297,"about_ca_topic_score_gemma":0.02548021,"domain_scores_codex":[0.9482907,0.02423117,0.01655709,0.002481597,0.007678154,0.0007614041],"domain_scores_gemma":[0.740348,0.1979158,0.04377421,0.002597592,0.01342415,0.001940312],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0004155867,0.00003346155,0.003399928,0.9483094,0.02243926,0.0001005881,0.0004940451,0.00008407854,0.00008428952,0.00009171048,0.0007061491,0.02384159],"study_design_scores_gemma":[0.0007172644,0.0005871571,0.01573547,0.8493623,0.1255388,0.0004167878,0.0009400842,0.0001024899,0.0002673897,0.0002350809,0.006031579,0.0000657042],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005307927,0.9926299,0.0002111763,0.0004279032,0.0001533142,0.0005473049,0.000412451,0.00001159702,0.0002984936],"genre_scores_gemma":[0.1201281,0.8736265,0.002401208,0.001009047,0.0002020042,0.002057995,0.0004153039,0.00001595269,0.0001438617],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.959135,"threshold_uncertainty_score":0.2161174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03860067793698,"score_gpt":0.4091924325353964,"score_spread":0.3705917545984164,"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."}}