{"id":"W4405664006","doi":"10.36834/cmej.79339","title":"Six ways to get a grip on a mentorship program for residents and faculty","year":2024,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Mentoring and Academic Development","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Mentorship; Perspective (graphical); Medical education; Academic institution; Institution; Productivity; Medicine; Computer science; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.08517582,0.001794069,0.000826692,0.003967507,0.02407819,0.02311852,0.006747795,0.01050841,0.01728868],"category_scores_gemma":[0.08598462,0.00163433,0.002295697,0.002596296,0.01215277,0.02278937,0.02829303,0.02554205,0.005779737],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01271334,"about_ca_system_score_gemma":0.09136773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008328497,"about_ca_topic_score_gemma":0.04162786,"domain_scores_codex":[0.9218081,0.04974341,0.00382812,0.002119404,0.01406442,0.00843646],"domain_scores_gemma":[0.8478615,0.0200599,0.007319366,0.008125826,0.0177813,0.09885219],"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":[0.0003550317,0.00340064,0.01006794,0.001813457,0.0002416887,0.0009628271,0.02763958,0.0009035362,0.00158683,0.03917079,0.168664,0.7451937],"study_design_scores_gemma":[0.001064923,0.005001188,0.0302466,0.01000065,0.000378845,0.002151231,0.1194919,0.002334692,0.004155582,0.06931146,0.7546181,0.001244939],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0511131,0.006914621,0.05015677,0.8300648,0.008963078,0.003493751,0.000143899,0.002305191,0.04684473],"genre_scores_gemma":[0.3267686,0.01441369,0.5330949,0.07863823,0.002374807,0.005570407,0.0003529587,0.0008902921,0.03789615],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9872866,"threshold_uncertainty_score":0.4504582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05033207586066841,"score_gpt":0.4026602595818959,"score_spread":0.3523281837212275,"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."}}