{"id":"W4288855688","doi":"10.1093/inthealth/ihac051","title":"Are informal healthcare providers knowledgeable in tuberculosis care? A cross-sectional survey using vignettes in West Bengal, India","year":2022,"lang":"en","type":"article","venue":"International Health","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Liver Foundation; University of New South Wales","keywords":"Cross-sectional study; Medicine; Vignette; Health care; West bengal; Family medicine; Tuberculosis; Developing country; Quarter (Canadian coin); Socioeconomics; Psychology; Geography; Economic growth; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001707242,0.0002874564,0.0003209806,0.0009271849,0.001353211,0.001603001,0.0006527369,0.0007180712,0.0018003],"category_scores_gemma":[0.006565649,0.0006264404,0.0003573792,0.001010381,0.001047466,0.000918913,0.001304077,0.001279632,0.0003352513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001957319,"about_ca_system_score_gemma":0.00102169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02288712,"about_ca_topic_score_gemma":0.02545271,"domain_scores_codex":[0.9984163,0.0008011393,0.0001228889,0.0001022573,0.0002056809,0.0003516842],"domain_scores_gemma":[0.9963061,0.001430552,0.001312274,0.0001159462,0.0002890816,0.0005461183],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001287148,0.001259965,0.8501565,0.0002156886,0.00005557932,0.001589679,0.1403896,0.0001088763,0.0006817996,0.0001564563,0.000613809,0.004643138],"study_design_scores_gemma":[0.00002150689,0.0009562362,0.7632496,0.0001170345,0.0000254138,0.0008719888,0.232923,0.0004331536,0.0002127534,0.00004623633,0.001110476,0.00003263554],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996431,0.00003068869,0.00001332805,0.00007929061,0.000001169352,0.00002608717,0.00003802435,7.428793e-7,0.0001675492],"genre_scores_gemma":[0.9995437,0.0001214626,0.00005637117,0.0001000814,0.000002543753,0.00003701123,0.00004316932,6.580006e-7,0.00009504179],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02288712,"threshold_uncertainty_score":0.04550779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08782862694868354,"score_gpt":0.4308778039140038,"score_spread":0.3430491769653202,"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."}}