{"id":"W2339753398","doi":"10.22374/cjgim.v8i3.64","title":"Education Research Productivity of Academic Physicians","year":2013,"lang":"en","type":"article","venue":"Canadian Journal of General Internal Medicine","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal College of Physicians and Surgeons of Canada; University of Alberta","funders":"Air Force Materiel Command","keywords":"Productivity; Medicine; Publishing; Medical education; Medical research; Family medicine; Political science; Economic growth","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","bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.02740109,0.0003079074,0.0006268898,0.008267069,0.00172069,0.005994011,0.001691582,0.000958022,0.01289884],"category_scores_gemma":[0.1672317,0.0002254939,0.00055028,0.008814695,0.001484626,0.001817974,0.002540282,0.001298639,0.00298691],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01250822,"about_ca_system_score_gemma":0.02265587,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01841721,"about_ca_topic_score_gemma":0.01762266,"domain_scores_codex":[0.9692142,0.01000696,0.003452374,0.001679668,0.01264703,0.002999706],"domain_scores_gemma":[0.5622818,0.1327223,0.1041538,0.01368598,0.1058332,0.08132297],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006793978,0.0003855494,0.6716835,0.00140385,0.0003277609,0.0005210609,0.007035718,0.0008784698,0.001241713,0.004007423,0.06254832,0.2492872],"study_design_scores_gemma":[0.00008937568,0.0005693829,0.870612,0.0007026648,0.0001138456,0.001065647,0.009014572,0.0007187619,0.001396018,0.001734221,0.1139106,0.00007290297],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.696202,0.0364069,0.001986183,0.1500022,0.00184486,0.0002620596,0.01056694,0.0007024868,0.1020264],"genre_scores_gemma":[0.9728308,0.006788092,0.001496608,0.00410026,0.00212468,0.00007247459,0.001974314,0.00004983173,0.01056294],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.991733,"threshold_uncertainty_score":0.1449125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1906799636071822,"score_gpt":0.493619469365061,"score_spread":0.3029395057578788,"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."}}