{"id":"W3177731527","doi":"10.1136/gpsych-2021-100498","title":"Mental health stigma: the role of dualism, uncertainty, causation and treatability","year":2021,"lang":"en","type":"article","venue":"General Psychiatry","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Fredericton; St. Thomas University","funders":"","keywords":"Mental health; Stigma (botany); Psychiatry; Mental illness; Psychology; Blame; Shame; Population; Mental health law; Medicine; Clinical psychology; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.0002236151,0.0001233255,0.0001866133,0.00002572052,0.0003200746,0.00001567981,0.00008284338,0.00005600257,0.0005513881],"category_scores_gemma":[0.000002951221,0.00008771796,0.00005403336,0.0001395728,0.0000783768,0.0000491007,0.00004624564,0.00009206859,0.00001421501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005278896,"about_ca_system_score_gemma":0.00009487716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003133598,"about_ca_topic_score_gemma":0.002015239,"domain_scores_codex":[0.9987581,0.0002526461,0.0003143381,0.0002949217,0.0001381263,0.0002418378],"domain_scores_gemma":[0.9993888,0.00002834183,0.000135643,0.0003292626,0.00002664059,0.00009128388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003383264,0.001398209,0.6603153,0.0001898208,0.000220718,0.000003061218,0.008250982,0.00001186468,0.0004331375,0.1039205,0.02688174,0.1980364],"study_design_scores_gemma":[0.003903242,0.0005261978,0.927683,0.00007165495,0.00006830406,0.00008607598,0.01240901,0.0001829886,0.0007795664,0.03008831,0.02386588,0.0003357493],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9678183,0.01483227,0.000004552678,0.01201828,0.001505163,0.0003398929,0.0001377729,0.00001990279,0.003323835],"genre_scores_gemma":[0.9964518,0.0001706184,0.0004926542,0.001326165,0.0002824758,0.00003399441,0.0002277761,0.00001116375,0.001003379],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2673678,"threshold_uncertainty_score":0.6037313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02079825597834807,"score_gpt":0.3532191569106637,"score_spread":0.3324209009323156,"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."}}