{"id":"W2108719445","doi":"10.3109/0142159x.2011.596588","title":"Faculty development: On becoming a medical educator","year":2012,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Innovations in Medical Education","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"McGill University","keywords":"Medical education; Faculty development; Psychology; Medicine; Engineering ethics; Professional development; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.02681033,0.0006709493,0.0005273927,0.002066521,0.01596368,0.01366683,0.002962592,0.01044829,0.02582755],"category_scores_gemma":[0.06845349,0.0003828103,0.0005844758,0.001539107,0.0154628,0.01803985,0.02071111,0.01347231,0.008664273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009372429,"about_ca_system_score_gemma":0.06343351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007598469,"about_ca_topic_score_gemma":0.01542483,"domain_scores_codex":[0.971491,0.01522112,0.000751509,0.001562396,0.006450227,0.004523787],"domain_scores_gemma":[0.8948572,0.0183432,0.004323226,0.002431043,0.0200119,0.06003344],"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":[0.00003845002,0.000170989,0.002173129,0.0002792939,0.000007822448,0.0002993588,0.0157192,0.00006439326,0.0002436367,0.04126745,0.7978123,0.141924],"study_design_scores_gemma":[0.00003644611,0.0001176735,0.001818667,0.001020255,0.000008214632,0.0004370675,0.01910772,0.00007103374,0.0002759791,0.0202619,0.9568085,0.00003650413],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003089328,0.006361736,0.0015899,0.9389206,0.01055145,0.00005448698,0.0000236374,0.0001611257,0.03924764],"genre_scores_gemma":[0.1996159,0.02906635,0.00784335,0.5453295,0.01525081,0.000404825,0.000146331,0.000717691,0.2016253],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02681033,"threshold_uncertainty_score":0.1417883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06595395896098717,"score_gpt":0.4063433970439662,"score_spread":0.3403894380829791,"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."}}