{"id":"W2604262120","doi":"","title":"Mental Health Disabilities and Well-Being in Graduate Education","year":2015,"lang":"en","type":"article","venue":"Canadian Society for the Study of Higher Education","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Graduate education; Graduate students; Psychology; Medical education; Pedagogy; Medicine; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001027587,0.0001125965,0.0002007819,0.00006298739,0.0009404947,0.000009017506,0.0001252539,0.0000804657,0.00004381372],"category_scores_gemma":[0.00006107162,0.00008654945,0.00005516238,0.000180188,0.00007131055,0.00009795174,0.00003007829,0.0002721974,0.000004746843],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000984728,"about_ca_system_score_gemma":0.007900937,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3464076,"about_ca_topic_score_gemma":0.1814481,"domain_scores_codex":[0.9985612,0.0002408831,0.0004318747,0.0002065606,0.0001797368,0.0003797144],"domain_scores_gemma":[0.9987425,0.000299349,0.000174373,0.0002166704,0.0002114373,0.0003556601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002453052,0.0004952077,0.3356507,0.0003997296,0.0000413495,1.584843e-8,0.3829968,0.000001715344,0.000001544947,0.005299965,0.2487985,0.02628993],"study_design_scores_gemma":[0.0006221593,0.0001427317,0.2684453,0.0004240877,0.00001342388,2.143075e-7,0.6462949,0.00002045081,5.309449e-7,0.003699104,0.08024133,0.00009584555],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9291549,0.00371673,0.000001555812,0.05881842,0.003527343,0.003262511,0.00002723067,0.00001234645,0.001478979],"genre_scores_gemma":[0.987579,0.0001732149,0.0001532968,0.004010435,0.0004178282,0.0008411233,0.00006485765,0.00001785963,0.006742401],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.263298,"threshold_uncertainty_score":0.9977233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09273394261871559,"score_gpt":0.4489047481902875,"score_spread":0.3561708055715719,"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."}}