{"id":"W2013654269","doi":"10.1007/s40037-012-0006-3","title":"Perspectives on faculty development: aiming for 6/6 by 2020","year":2012,"lang":"en","type":"article","venue":"Perspectives on Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":86,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Faculty development; Scholarship; Engineering ethics; Professional development; Medical education; Perspective (graphical); Work (physics); Organization development; Sociology; Political science; Public relations; Medicine; Computer science; Engineering","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":[0.04601324,0.0007533061,0.0006100723,0.001606907,0.01137587,0.01496824,0.002886011,0.01645723,0.009192304],"category_scores_gemma":[0.02250001,0.0003667677,0.001300551,0.001471162,0.02641501,0.02341824,0.01334575,0.02013538,0.001599423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01282283,"about_ca_system_score_gemma":0.04508598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007784458,"about_ca_topic_score_gemma":0.01529785,"domain_scores_codex":[0.9587283,0.02458305,0.001495834,0.001506722,0.006771534,0.006914564],"domain_scores_gemma":[0.9515063,0.01287597,0.002946285,0.001410717,0.007855569,0.0234051],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005503626,0.0001182309,0.001744567,0.0004445907,0.0000164199,0.0004358942,0.02620231,0.0003632198,0.0004355556,0.8113095,0.1175791,0.04129568],"study_design_scores_gemma":[0.00003727133,0.0001304421,0.001239681,0.0006918282,0.000010862,0.0004613105,0.040293,0.0002376549,0.0004042136,0.1649896,0.7914495,0.00005469029],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00257651,0.006550555,0.002611172,0.9549905,0.003333538,0.00001956692,0.0000204248,0.0000340886,0.02986369],"genre_scores_gemma":[0.4838194,0.02736333,0.02626983,0.4059755,0.01078869,0.0003557341,0.0001355521,0.000191764,0.04510016],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04601324,"threshold_uncertainty_score":0.2433442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02240342536141381,"score_gpt":0.3885994360403577,"score_spread":0.3661960106789439,"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."}}