{"id":"W4295332841","doi":"10.53379/cjcd.2022.343","title":"Career Mentoring Surgical Trainees in a Competitive Marketplace","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Career Development","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Alberta","funders":"","keywords":"Employability; Focus group; Medical education; Stressor; Medicine; Workload; Psychology; Pedagogy; Management; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.003633645,0.0002071941,0.0002039506,0.0007929973,0.01148442,0.005209299,0.001028316,0.0007939318,0.00701229],"category_scores_gemma":[0.007058202,0.0001992984,0.0001945249,0.0006804013,0.002621243,0.001674828,0.003588237,0.001239533,0.0005618109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005259116,"about_ca_system_score_gemma":0.02590571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09134512,"about_ca_topic_score_gemma":0.3555562,"domain_scores_codex":[0.9959517,0.001229603,0.00004498988,0.0001043818,0.001065731,0.001603619],"domain_scores_gemma":[0.9924877,0.0007177673,0.001041988,0.0001312447,0.0008660342,0.004755318],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001696028,0.001886779,0.4709225,0.0003085692,0.0000397553,0.003380566,0.2578158,0.0004287415,0.002974558,0.01034269,0.03853002,0.2132003],"study_design_scores_gemma":[0.00002650481,0.0005107477,0.1722085,0.0002373257,0.00001463781,0.0007687637,0.7697091,0.0005081933,0.0003999179,0.001521262,0.05404618,0.00004892605],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9707983,0.0002092748,0.0003152984,0.007016532,0.0001006986,0.00006139376,0.00004152969,0.00001302187,0.02144396],"genre_scores_gemma":[0.9955305,0.0002217285,0.0003704349,0.0006459582,0.00003641598,0.0000161277,0.00001933173,0.000003632297,0.0031558],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09134512,"threshold_uncertainty_score":0.1816269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03430791461218875,"score_gpt":0.2439570891841549,"score_spread":0.2096491745719661,"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."}}