{"id":"W3047256725","doi":"10.1192/bjo.2020.66","title":"Stigma toward mental and physical illness: attitudes of healthcare professionals, healthcare students and the general public in Pakistan","year":2020,"lang":"en","type":"article","venue":"BJPsych Open","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Centre for Addiction and Mental Health","funders":"","keywords":"Stigma (botany); Health care; Mental illness; Mental health; Mental healthcare; Psychiatry; Medicine; Social stigma; Public health; Health professionals; Population; Psychology; Clinical psychology; Family medicine; Nursing; Environmental health","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":[0.0004110298,0.0001897603,0.0004643572,0.00004298254,0.0002629666,0.0001049025,0.0005716411,0.00007475794,0.0001075981],"category_scores_gemma":[0.000007637051,0.0001239837,0.00003527047,0.0002135308,0.0001822541,0.0002054187,0.0005440598,0.0002201316,0.00001064153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004873497,"about_ca_system_score_gemma":0.00005434059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005396452,"about_ca_topic_score_gemma":0.0008583822,"domain_scores_codex":[0.9979232,0.0005301333,0.0004119284,0.0004704458,0.0003185001,0.0003457929],"domain_scores_gemma":[0.9992265,0.00009365283,0.0001672107,0.0002167433,0.00003610697,0.0002597913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002487601,0.001398374,0.83623,0.0006005418,0.0001155954,0.00002002998,0.04020667,7.292198e-8,0.00001421158,0.03947952,0.002914315,0.07653309],"study_design_scores_gemma":[0.01153603,0.0005406066,0.9703467,0.000201835,0.00001571749,0.000008344877,0.01316587,0.00003534833,0.00002494691,0.0008974061,0.002992203,0.0002349331],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8988439,0.003073949,0.000001032876,0.093815,0.0002537675,0.003483423,0.00008613413,0.00001354441,0.0004292905],"genre_scores_gemma":[0.9943027,0.0001757044,0.00006512118,0.004519101,0.0001199558,0.0005274577,0.00005676028,0.00001949162,0.000213736],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1341168,"threshold_uncertainty_score":0.8157856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1292008926103933,"score_gpt":0.5226253818269991,"score_spread":0.3934244892166058,"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."}}