{"id":"W4220981797","doi":"10.1111/medu.14790","title":"Normalising disclosure or reinforcing heroism? An exploratory critical discourse analysis of mental health stigma in medical education","year":2022,"lang":"en","type":"article","venue":"Medical Education","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Centre for Addiction and Mental Health; Western University","funders":"Physicians' Services Incorporated Foundation","keywords":"Stigma (botany); Critical discourse analysis; Discourse analysis; Mental health; Hegemony; Distress; Context (archaeology); Psychology; Sociology; Social psychology; Public relations; Psychiatry; Clinical psychology; Political science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.03007326,0.001154496,0.0009985109,0.006445613,0.01422661,0.01280523,0.002221196,0.003318557,0.002070622],"category_scores_gemma":[0.03894014,0.0005965269,0.0007249114,0.004415279,0.02703766,0.01219166,0.009363981,0.0044007,0.0002134231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009902813,"about_ca_system_score_gemma":0.00748955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003784828,"about_ca_topic_score_gemma":0.003709802,"domain_scores_codex":[0.9803403,0.0162583,0.0005361444,0.0006208738,0.001420735,0.0008235896],"domain_scores_gemma":[0.9189313,0.07424694,0.002261102,0.0009956935,0.002723168,0.0008417541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001610625,0.00001443967,0.0002844379,0.0001451693,0.000002478672,0.0002581495,0.9872773,0.00003158713,0.0002140104,0.008814326,0.0002676995,0.00267434],"study_design_scores_gemma":[0.0000068513,0.00001469252,0.0005245055,0.0007029571,0.000007099747,0.0001844192,0.9825326,0.0002533133,0.000487471,0.004222172,0.01105095,0.00001292665],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9284642,0.004704738,0.01697774,0.01769186,0.0003806542,0.0008608949,0.0002780234,0.00005447196,0.03058739],"genre_scores_gemma":[0.988008,0.001655559,0.006349206,0.0007155958,0.00008253611,0.0004890886,0.00008701893,0.00005004021,0.002562844],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03007326,"threshold_uncertainty_score":0.1590445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0477189056544752,"score_gpt":0.5080821785008108,"score_spread":0.4603632728463356,"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."}}