{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005208002,0.0002065588,0.0006533562,0.0007401097,0.001507609,0.00001040246,0.0004418897,0.0002803112,0.01389475],"category_scores_gemma":[0.004737698,0.0001681729,0.0001081648,0.00166528,0.0002004665,0.0003898313,0.0002861993,0.001741557,0.000008969643],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009773365,"about_ca_system_score_gemma":0.04859855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005604747,"about_ca_topic_score_gemma":0.009497432,"domain_scores_codex":[0.9916303,0.003239794,0.001658165,0.0004762514,0.002309604,0.0006859094],"domain_scores_gemma":[0.9971676,0.0006523565,0.0004548742,0.0004518962,0.0002399013,0.001033392],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005183592,0.006567002,0.2562274,0.001648877,0.0001219181,0.00001480044,0.1094692,0.00005633605,0.00001455864,0.008707126,0.03675613,0.5798983],"study_design_scores_gemma":[0.002564465,0.00108993,0.1540897,0.0129273,0.0002935137,0.00002703579,0.7628137,0.03809619,0.000008986114,0.000832278,0.02635947,0.0008974994],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8472455,0.001640595,0.0003458227,0.1451412,0.004356113,0.000777917,0.00007239174,0.00005355249,0.0003668924],"genre_scores_gemma":[0.9780772,0.0003721988,0.0002988664,0.0182108,0.0006200771,0.0007122153,0.001327648,0.00003071177,0.000350253],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6533445,"threshold_uncertainty_score":0.9997923,"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."}}