{"id":"W4315607513","doi":"10.36834/cmej.76300","title":"Cost and effectiveness in fostering resident physician scholarly activity","year":2022,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Data science; Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01173508,0.0004165028,0.0004561276,0.001872854,0.0005861354,0.002013876,0.0009458232,0.001862424,0.008039023],"category_scores_gemma":[0.0608892,0.0002427429,0.001279389,0.001223021,0.000882122,0.001938569,0.00223631,0.001281537,0.000326306],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005251847,"about_ca_system_score_gemma":0.005044797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005725899,"about_ca_topic_score_gemma":0.007963347,"domain_scores_codex":[0.9786436,0.01644165,0.0006977653,0.0003460582,0.003010833,0.0008601052],"domain_scores_gemma":[0.951486,0.03851531,0.004040287,0.0006997444,0.002073723,0.003184929],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.02238395,0.0129597,0.09172542,0.003407881,0.001622985,0.0003061741,0.0007580442,0.02516641,0.001001654,0.01469007,0.01077944,0.8151983],"study_design_scores_gemma":[0.01168727,0.0840691,0.695281,0.01075498,0.008941822,0.001982121,0.007531884,0.1067089,0.0048164,0.03329684,0.0344543,0.0004753607],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9057087,0.03045562,0.002899839,0.02184475,0.0006964032,0.001140161,0.000652733,0.00009189235,0.03650991],"genre_scores_gemma":[0.9938542,0.002460299,0.00199928,0.0005194613,0.0001497265,0.000216944,0.00008379919,0.000007320979,0.0007090234],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9947482,"threshold_uncertainty_score":0.06206179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1073786934987778,"score_gpt":0.4436241107700604,"score_spread":0.3362454172712826,"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."}}