{"id":"W2460512306","doi":"10.1111/j.1365-2923.2010.03746.x","title":"Faculty development: if you build it, they will come","year":2010,"lang":"en","type":"article","venue":"Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":104,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medical education; MEDLINE; Psychology; Medicine; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01254344,0.0009076941,0.0006753899,0.001299628,0.009888624,0.01325982,0.001881517,0.004776269,0.05830346],"category_scores_gemma":[0.04669919,0.0006459274,0.0009927928,0.001474536,0.00521319,0.01268018,0.01436418,0.01047322,0.05497825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003147005,"about_ca_system_score_gemma":0.01777155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003988581,"about_ca_topic_score_gemma":0.007805649,"domain_scores_codex":[0.985244,0.006078215,0.0006482288,0.001045244,0.004833129,0.002151253],"domain_scores_gemma":[0.925416,0.004769083,0.003313157,0.006017169,0.01709406,0.04339054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003252659,0.000171331,0.003557093,0.0002736532,0.00002539424,0.0001709542,0.005027144,0.00008869362,0.0005586898,0.007190058,0.8154711,0.1674333],"study_design_scores_gemma":[0.00001688331,0.00005415348,0.001370461,0.0003713451,0.00001008618,0.0002017926,0.005334302,0.00003252978,0.0002474943,0.004217429,0.9881124,0.00003097484],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.008875565,0.0134805,0.01539214,0.7370148,0.06406581,0.0006161982,0.0005384858,0.003177948,0.1568385],"genre_scores_gemma":[0.1566582,0.01688923,0.0734085,0.2617675,0.01760792,0.001314162,0.001024768,0.003025808,0.4683039],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05830346,"threshold_uncertainty_score":0.1950445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01454794896362203,"score_gpt":0.3573562749613818,"score_spread":0.3428083259977597,"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."}}