{"id":"W2139668941","doi":"10.3109/0142159x.2010.509416","title":"Canadian residents’ perceived manager training needs","year":2010,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Innovations in Medical Education","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; The Wilson Centre; Royal College of Physicians and Surgeons of Canada; St Joseph's Health Centre; Montreal Children's Hospital; Royal Ottawa Mental Health Centre; McGill University; University of Toronto; St. Michael's Hospital","funders":"Academy of Medical Royal Colleges","keywords":"Trainer; Specialty; Curriculum; Medical education; Psychology; Survey instrument; Project manager; Sample (material); Medicine; Family medicine; Applied psychology; Project management; Pedagogy; Management","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00115129,0.0001282422,0.0002056502,0.000421756,0.0001288633,0.00002109353,0.0002120892,0.0004010914,0.04609019],"category_scores_gemma":[0.004951472,0.0001088636,0.00005720449,0.0005594296,0.0002086815,0.00006144975,0.00002457087,0.001632259,0.0005215293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001819903,"about_ca_system_score_gemma":0.001218833,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01843332,"about_ca_topic_score_gemma":0.01517153,"domain_scores_codex":[0.9981741,0.00003966814,0.0003072644,0.0002070495,0.0008362434,0.0004356798],"domain_scores_gemma":[0.9987559,0.00001672515,0.00003654776,0.0003857895,0.0001103335,0.0006947104],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00002671267,0.0002939621,0.271833,0.00007625591,0.0001164059,0.0003199989,0.01307268,1.375996e-7,0.0007437331,0.005138951,0.3847303,0.3236479],"study_design_scores_gemma":[0.001505301,0.00007177682,0.499947,0.0001829445,0.00009158608,0.0003407835,0.005555041,0.003792668,0.00001562918,0.00054762,0.4876441,0.0003055954],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8470347,0.00001384015,0.0000702387,0.04822114,0.001221715,0.0001679038,3.500253e-7,0.000082387,0.1031878],"genre_scores_gemma":[0.9548953,0.000004754817,0.001131984,0.007729059,0.001534732,0.00003143541,0.0000546728,0.00003192367,0.03458612],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3233423,"threshold_uncertainty_score":0.988103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02334106808956513,"score_gpt":0.3202891241288489,"score_spread":0.2969480560392838,"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."}}