{"id":"W4413137468","doi":"10.1080/0142159x.2025.2544820","title":"Unveiling the shadows: A qualitative inquiry into burnout perceptions among pre-clerkship students in Canadian medical education","year":2025,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre; University of Ottawa","funders":"","keywords":"Burnout; Mentorship; Stressor; Psychology; Medical education; Perception; Clinical clerkship; Social support; Medicine; Pedagogy; Social psychology; Clinical psychology; Curriculum","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01204612,0.0006429655,0.0008168786,0.002196071,0.02131172,0.004477257,0.002328316,0.00168233,0.001921979],"category_scores_gemma":[0.01290925,0.0007308968,0.0004723208,0.002048389,0.01418136,0.002050034,0.005289213,0.00300259,0.0001701334],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0294225,"about_ca_system_score_gemma":0.0429101,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4499379,"about_ca_topic_score_gemma":0.6640283,"domain_scores_codex":[0.99318,0.003175084,0.0001814926,0.0004443851,0.0008729624,0.002146115],"domain_scores_gemma":[0.9876603,0.007999361,0.0007742425,0.0002544984,0.001412914,0.001898726],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001320052,0.00002337865,0.003026393,0.0000485852,0.000001556901,0.0002807773,0.9932133,0.0000179266,0.0004345211,0.0002787964,0.0002422103,0.002419381],"study_design_scores_gemma":[0.000001264001,0.00002251989,0.002730399,0.00006320746,0.000001981022,0.00005697751,0.9940764,0.00002995297,0.0001146546,0.00006768494,0.002827664,0.000007346552],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937869,0.0003859644,0.000961743,0.001623797,0.00004303312,0.000199418,0.0001073666,0.00001117188,0.002880675],"genre_scores_gemma":[0.9952664,0.0004538699,0.0007921205,0.000749383,0.00001519763,0.0001828598,0.00005221811,0.00001366447,0.002474199],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9705775,"threshold_uncertainty_score":0.8946378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06570158732540533,"score_gpt":0.5382045293320117,"score_spread":0.4725029420066064,"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."}}