{"id":"W2160786689","doi":"10.1177/0004867415584643","title":"Seeing is believing: Biological information may reduce mental health stigma amongst physicians","year":2015,"lang":"en","type":"letter","venue":"Australian & New Zealand Journal of Psychiatry","topic":"Mental Health and Psychiatry","field":"Arts and Humanities","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; North York General Hospital; University of Toronto; Mental Health Commission of Canada","funders":"Health Canada; Mental Health Commission","keywords":"Framing (construction); Mental illness; Legitimacy; Conversation; Stigma (botany); Mental health; Dualism; Psychology; Set (abstract data type); Cognition; Psychiatry; Social psychology; Public relations; Medicine; Epistemology; Political science; Law","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":[0.004652692,0.0002427507,0.0005167341,0.0003693908,0.009196687,0.0024136,0.001076095,0.03035699,0.005582633],"category_scores_gemma":[0.03720946,0.0003522451,0.0005959331,0.0002577483,0.004761294,0.00426121,0.00228047,0.02185679,0.002051305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004939745,"about_ca_system_score_gemma":0.004303013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01505021,"about_ca_topic_score_gemma":0.02577582,"domain_scores_codex":[0.9966589,0.001734489,0.0002226929,0.0002521153,0.0006674179,0.0004644147],"domain_scores_gemma":[0.9851837,0.0095689,0.0009325111,0.0004250693,0.001493545,0.002396313],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001387721,0.0002791871,0.01175864,0.0001873605,0.00002857221,0.01621249,0.02454308,0.0001390606,0.0009784233,0.0197416,0.8742989,0.05169404],"study_design_scores_gemma":[0.0002384712,0.000445028,0.01450357,0.001732575,0.00007037247,0.02259926,0.03477605,0.001455854,0.00099358,0.04841577,0.8746237,0.0001458367],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.00280844,0.0003899603,0.00005292922,0.9929335,0.001387625,0.000004377264,0.000004470503,0.000006153758,0.002412568],"genre_scores_gemma":[0.06106755,0.0007141022,0.0002449622,0.9290963,0.004553546,0.00002112003,0.000005943581,0.000009865001,0.004286577],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03035699,"threshold_uncertainty_score":0.03584057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06229704691647059,"score_gpt":0.3079563092147734,"score_spread":0.2456592622983028,"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."}}