{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01254346,0.0004143874,0.000779664,0.002131195,0.005428936,0.007203419,0.001025718,0.003138847,0.002359421],"category_scores_gemma":[0.02687279,0.0005128116,0.0008940873,0.001088735,0.03476292,0.007784719,0.01127012,0.008071591,0.000168955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00637044,"about_ca_system_score_gemma":0.00629229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007874032,"about_ca_topic_score_gemma":0.006168021,"domain_scores_codex":[0.9864995,0.00889153,0.000532997,0.0005766354,0.002526526,0.0009728537],"domain_scores_gemma":[0.9741654,0.01808869,0.003414307,0.001093936,0.001411396,0.001826218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00008930728,0.000158943,0.03775524,0.0008323513,0.0001922516,0.002426232,0.1199761,0.0004905866,0.0003100533,0.7327103,0.01022999,0.0948287],"study_design_scores_gemma":[0.00005246447,0.0001105152,0.03361712,0.005863382,0.0001740267,0.008241837,0.07391378,0.001491096,0.0003248533,0.80381,0.07224271,0.0001583566],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1985231,0.1122834,0.01428861,0.5288706,0.002454365,0.0001422545,0.0001221993,0.00004467685,0.1432707],"genre_scores_gemma":[0.9647526,0.02284786,0.001409945,0.008702453,0.001189379,0.00004985985,0.00002121601,0.0000160374,0.001010539],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01254346,"threshold_uncertainty_score":0.06633693,"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."}}