{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002442881,0.0001828753,0.0004483719,0.0009154988,0.0002837836,0.00003967571,0.0002619281,0.0001104031,0.0006160935],"category_scores_gemma":[0.001098657,0.0001946081,0.00009459222,0.0006423533,0.00008749328,0.0002582155,0.000250152,0.001143854,0.00002528344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003446077,"about_ca_system_score_gemma":0.001682776,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0490801,"about_ca_topic_score_gemma":0.04238548,"domain_scores_codex":[0.9964147,0.0007561695,0.000916515,0.0004555778,0.0007087085,0.0007483364],"domain_scores_gemma":[0.9984906,0.000403122,0.0002837242,0.0001978082,0.00032878,0.0002959726],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005987578,0.0002331111,0.9931105,0.0002120099,0.00003510912,0.00005130488,0.0009019218,0.00276183,0.00001265448,0.0001030482,0.0009529187,0.001026813],"study_design_scores_gemma":[0.001625334,0.0003397411,0.9872488,0.00007834878,0.00000122339,0.0001244406,0.0009470944,0.006590296,0.000005877747,0.0000317271,0.002872939,0.000134119],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9874696,0.001291488,0.000006332915,0.008825632,0.000653539,0.0006790052,0.0004406729,0.00003266154,0.000601056],"genre_scores_gemma":[0.9918651,0.0001296267,0.0001688053,0.006443138,0.0001906881,0.0001808011,0.00087465,0.00002586233,0.0001213416],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006694625,"threshold_uncertainty_score":0.9750885,"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."}}