{"id":"W2045419715","doi":"10.1111/j.1365-2923.2009.03478.x","title":"Faculty preparation for academic evaluation","year":2009,"lang":"en","type":"article","venue":"Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta Hospital; University of Alberta","funders":"","keywords":"Promotion (chess); Scholarship; Documentation; Medical education; Faculty development; Medicine; Psychology; Professional development; Political science; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.09640436,0.002045018,0.002855644,0.01062868,0.008152631,0.01072242,0.005742888,0.003072864,0.212406],"category_scores_gemma":[0.2466553,0.001619548,0.002164755,0.005115387,0.002810744,0.004765718,0.01181339,0.007208133,0.0956751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009171369,"about_ca_system_score_gemma":0.04411065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002225792,"about_ca_topic_score_gemma":0.005292998,"domain_scores_codex":[0.9219713,0.03913655,0.008915825,0.003665009,0.01981067,0.006500786],"domain_scores_gemma":[0.6293867,0.04204407,0.01005635,0.03382368,0.252267,0.03242226],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0007758451,0.0005574007,0.0009620123,0.0009288891,0.00001707855,0.0004038674,0.006827772,0.0003069721,0.0008294781,0.004826322,0.6626931,0.3208714],"study_design_scores_gemma":[0.0002678293,0.0006086404,0.003102273,0.001086537,0.00001981912,0.0002297091,0.009598,0.0005032492,0.001604802,0.004185826,0.9787034,0.00008996618],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03864359,0.004701438,0.1090299,0.04815812,0.05841457,0.2150483,0.01125515,0.01338132,0.5013677],"genre_scores_gemma":[0.1160115,0.004892805,0.1917819,0.0156097,0.01462601,0.1810065,0.01288378,0.008617083,0.4545707],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9035956,"threshold_uncertainty_score":0.710569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05088950896796087,"score_gpt":0.5013079330447588,"score_spread":0.450418424076798,"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."}}