{"id":"W4389573536","doi":"10.21203/rs.3.rs-3716733/v1","title":"“This is an illness. No one is supposed to be treated badly”: Community-based stigma assessments in South Africa to inform TB stigma intervention design","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Prevention of Organ Failure","funders":"Medical Research Council; National Institutes of Health; African Union; National Institute of Allergy and Infectious Diseases; African Academy of Sciences; European Commission; African Union Commission; International Development Research Centre","keywords":"Stigma (botany); Intervention (counseling); Social stigma; Psychology; Psychiatry; Medicine; Environmental health; Family medicine; Human immunodeficiency virus (HIV)","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":[0.0210946,0.0006600794,0.0005160243,0.001796565,0.003551085,0.001528562,0.001591698,0.0007136886,0.003236199],"category_scores_gemma":[0.0268417,0.0008053155,0.0006759298,0.001391777,0.00174371,0.002881089,0.005068191,0.00144784,0.0003259158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003548907,"about_ca_system_score_gemma":0.01247116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01178354,"about_ca_topic_score_gemma":0.03008428,"domain_scores_codex":[0.9903171,0.00763075,0.0004671353,0.000273071,0.000472238,0.0008396383],"domain_scores_gemma":[0.9890397,0.00518249,0.001852151,0.0006598849,0.00166579,0.001599949],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001369081,0.004616124,0.1647544,0.005171354,0.000151869,0.00451037,0.5221798,0.0008395218,0.0078881,0.001646149,0.005797242,0.281076],"study_design_scores_gemma":[0.001167145,0.007497277,0.3266473,0.007989483,0.0002784301,0.00223556,0.6176082,0.003195856,0.005303578,0.005648508,0.02214097,0.0002875751],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.985953,0.0005411241,0.00302047,0.001718943,0.00004365128,0.005712478,0.0001859805,0.00003025395,0.002794098],"genre_scores_gemma":[0.9745038,0.0007986803,0.01563502,0.0003666346,0.00001450339,0.008090191,0.000111964,0.00001390396,0.0004653718],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0210946,"threshold_uncertainty_score":0.1115603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.368180425743276,"score_gpt":0.4942123250922525,"score_spread":0.1260318993489765,"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."}}