{"id":"W2791257496","doi":"10.1371/journal.pone.0193194","title":"Accelerating access to quality TB care for pediatric TB cases through better diagnostic strategy in four major cities of India","year":2018,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"World Health Organization; Ministry of Health and Family Welfare; United States Agency for International Development","keywords":"Environmental health; Medicine; Quality (philosophy); Extensively drug-resistant tuberculosis; Tuberculosis; Pediatrics; Intensive care medicine; Family medicine; Mycobacterium tuberculosis; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009093517,0.0004528808,0.0002032507,0.0009448,0.0008648583,0.001402965,0.001080833,0.0004145354,0.001183651],"category_scores_gemma":[0.001860052,0.0004508093,0.000502213,0.001175457,0.0007586086,0.0006752087,0.001847366,0.0007201686,0.0002034328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002328493,"about_ca_system_score_gemma":0.007087675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04743762,"about_ca_topic_score_gemma":0.07182686,"domain_scores_codex":[0.999129,0.0002893116,0.00005280929,0.0001013021,0.0001021454,0.0003254543],"domain_scores_gemma":[0.9981598,0.000248927,0.0005997643,0.000127605,0.0003685076,0.0004954439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001405754,0.0002898797,0.9832554,0.0001112847,0.00004800034,0.0008091019,0.001808022,0.0005565868,0.001157881,0.0002707512,0.0009058979,0.01064666],"study_design_scores_gemma":[0.00003662044,0.0004573728,0.9877343,0.00004712923,0.00007039521,0.0007597515,0.008017474,0.0006102086,0.0008334817,0.00009229111,0.001318307,0.00002269398],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981938,0.00006809251,0.0002133441,0.0002661192,0.000005570626,0.00008865511,0.0004463751,0.00002305084,0.0006950071],"genre_scores_gemma":[0.9977004,0.0001474798,0.001107178,0.0001128447,0.000007157844,0.0001109981,0.0004576863,0.000004919294,0.0003514739],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04743762,"threshold_uncertainty_score":0.09432298,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2638757213016615,"score_gpt":0.4215081996745519,"score_spread":0.1576324783728904,"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."}}