{"id":"W4313054925","doi":"10.2196/43084","title":"Examining Drug-Resistant Tuberculosis Stigma Among Health Care Workers Toward the Development of a Stigma-Reduction Intervention: Protocol for a Scoping Review","year":2022,"lang":"en","type":"review","venue":"JMIR Research Protocols","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Stigma (botany); Tuberculosis; Medicine; Protocol (science); Intervention (counseling); Social stigma; Health care; Psychological intervention; Family medicine; Psychiatry; Alternative medicine; Human immunodeficiency virus (HIV)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.08795874,0.004941065,0.01010561,0.009925658,0.006201938,0.007662872,0.006265427,0.01068871,0.07257091],"category_scores_gemma":[0.08946359,0.005785225,0.01558203,0.008941221,0.004537437,0.00797107,0.008329132,0.008215737,0.01598651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01541647,"about_ca_system_score_gemma":0.07692952,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007676176,"about_ca_topic_score_gemma":0.01637547,"domain_scores_codex":[0.9622239,0.01805637,0.01030872,0.002882512,0.004121265,0.002407146],"domain_scores_gemma":[0.9543236,0.01638855,0.006930203,0.004488055,0.01524329,0.002626275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01463137,0.002443366,0.00186632,0.7080374,0.00205971,0.002267388,0.01302125,0.004585214,0.004747988,0.01444252,0.07716747,0.15473],"study_design_scores_gemma":[0.03623418,0.005518554,0.007749007,0.4470458,0.004419993,0.0009374865,0.007526087,0.002059041,0.004314834,0.0165594,0.4669219,0.0007137985],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0001635342,0.0004070384,0.000842645,0.0001825761,0.00009648546,0.9970408,0.0008358323,0.0000303999,0.0004006111],"genre_scores_gemma":[0.0001589683,0.0004927389,0.00229511,0.00009702765,0.00001132983,0.9966167,0.0001534604,0.00000327173,0.0001715377],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.08795874,"threshold_uncertainty_score":0.4651758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5994490555584465,"score_gpt":0.6337244808819966,"score_spread":0.0342754253235501,"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."}}