{"id":"W2932261950","doi":"10.1371/journal.pone.0214675","title":"Cost and operational impact of promoting upfront GeneXpert MTB/RIF test referrals for presumptive pediatric tuberculosis patients in India","year":2019,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Ministry of Health and Family Welfare; United States Agency for International Development","keywords":"Medicine; Outreach; GeneXpert MTB/RIF; Referral; Tuberculosis; Test (biology); Family medicine; Emergency medicine; Medical emergency; Mycobacterium tuberculosis","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":[0.0007530977,0.0004507019,0.0001363344,0.0007744237,0.0004558807,0.00133832,0.0008973487,0.000412673,0.001716052],"category_scores_gemma":[0.003685079,0.0002975693,0.0005154094,0.0009039423,0.0006072634,0.0005985016,0.001394344,0.0005545962,0.0001405413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005401187,"about_ca_system_score_gemma":0.004541992,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0716245,"about_ca_topic_score_gemma":0.07888556,"domain_scores_codex":[0.99861,0.00060319,0.00009249328,0.00009871244,0.0001793065,0.0004162926],"domain_scores_gemma":[0.9966902,0.0008573633,0.00134881,0.00008718957,0.0003448174,0.0006716749],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005250952,0.0003826533,0.9388214,0.0003744596,0.0001358741,0.0009463812,0.001041463,0.01196489,0.0009103955,0.0005215519,0.001782436,0.04259326],"study_design_scores_gemma":[0.00002692563,0.0005972322,0.9887376,0.00009151829,0.0001224101,0.0006345151,0.003629331,0.004640738,0.0005659318,0.0001582385,0.0007724147,0.00002319955],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974578,0.0002050827,0.0001208081,0.0004090547,0.000007571078,0.00003553175,0.0004111267,0.00001881768,0.00133414],"genre_scores_gemma":[0.999338,0.0001491251,0.0001837997,0.00004595001,0.000004908673,0.00001514183,0.00009888968,0.000002344661,0.0001618477],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0716245,"threshold_uncertainty_score":0.1424152,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07700882001199053,"score_gpt":0.3455426553489243,"score_spread":0.2685338353369338,"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."}}