{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001053015,0.0001902491,0.0002453348,0.0002402894,0.0002030205,0.00002950743,0.0002774822,0.000382198,0.004793142],"category_scores_gemma":[0.008429549,0.0001573957,0.00005317208,0.0004995939,0.0002035542,0.0001763347,0.00005178708,0.001106537,0.0004632627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001758228,"about_ca_system_score_gemma":0.004894787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007494635,"about_ca_topic_score_gemma":0.00004689916,"domain_scores_codex":[0.9974501,0.00003375121,0.0005962684,0.000359009,0.001219715,0.0003411597],"domain_scores_gemma":[0.9985716,0.00004910796,0.0001406207,0.000480647,0.0005041492,0.0002538697],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002971312,0.002004269,0.03867196,0.0001540979,0.00004831725,0.000004744414,0.003764256,2.34718e-7,0.0006594629,0.004806655,0.3660496,0.5838068],"study_design_scores_gemma":[0.0006132895,0.00003943927,0.06021472,0.0001779421,0.00003410238,0.0001433084,0.0007027744,0.0002321105,0.0004605277,0.000389087,0.9368141,0.0001786516],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8792916,0.00002872015,0.0009212696,0.1025331,0.005307301,0.0004454241,0.000002312674,0.0001469288,0.0113233],"genre_scores_gemma":[0.932644,0.00001372998,0.02299911,0.03443227,0.001950403,0.0002085019,0.001323521,0.00003991371,0.006388567],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5836281,"threshold_uncertainty_score":0.9999229,"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."}}