{"id":"W2117507803","doi":"10.1007/s40596-014-0248-y","title":"Mentorship for Residents in Psychiatry: a Competency-based Medical Education Perspective with Career Counseling Tools","year":2014,"lang":"en","type":"article","venue":"Academic Psychiatry","topic":"Mentoring and Academic Development","field":"Psychology","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Mentorship; Perspective (graphical); Medical education; Graduate medical education; Career counseling; Psychology; Career development; Medicine; Counseling psychology; Nursing; Clinical psychology; Accreditation","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002137288,0.000353288,0.0003960747,0.0003284135,0.0001474096,0.00003142328,0.000709589,0.0006864243,0.000272564],"category_scores_gemma":[0.0004737475,0.000319366,0.00008938099,0.0004281779,0.00009332829,0.00014015,0.00003109095,0.001282698,0.00008150679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003259736,"about_ca_system_score_gemma":0.003883502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000300946,"about_ca_topic_score_gemma":0.0003015157,"domain_scores_codex":[0.9965494,0.0002619498,0.0007295685,0.0008509702,0.0007955446,0.0008125723],"domain_scores_gemma":[0.9984035,0.0003343171,0.0003024477,0.0004384085,0.0001472542,0.0003740562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006049531,0.0004361894,0.5630262,0.0001457823,0.0001205191,9.029201e-7,0.00393016,0.00001754622,0.00001442798,0.3294837,0.09836866,0.003850879],"study_design_scores_gemma":[0.02290537,0.001382331,0.5983866,0.007899202,0.0003767409,0.00009930819,0.02605024,0.0009699077,0.00005432358,0.2118568,0.1268878,0.003131412],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7952623,0.008184832,0.007401967,0.0975395,0.05705826,0.002624436,0.00003872515,0.000444983,0.031445],"genre_scores_gemma":[0.9482211,0.0001019231,0.02522566,0.01848324,0.004226659,0.00146714,0.0001233071,0.0001505322,0.002000405],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1529588,"threshold_uncertainty_score":0.9999259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02356302462651134,"score_gpt":0.3359843797472444,"score_spread":0.3124213551207331,"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."}}