{"id":"W2063243106","doi":"10.1371/journal.pmed.1001063","title":"Is Scale-Up Worth It? Challenges in Economic Analysis of Diagnostic Tests for Tuberculosis","year":2011,"lang":"en","type":"article","venue":"PLoS Medicine","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":66,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Canadian Institutes of Health Research; National Institutes of Health; National Heart, Lung, and Blood Institute; Bill and Melinda Gates Foundation","keywords":"GeneXpert MTB/RIF; Tuberculosis; Activity-based costing; Diagnostic test; Scale (ratio); Health economics; Sample (material); Tuberculosis diagnosis; Data science; Medicine; Operations research; Risk analysis (engineering); Computer science; Public health; Mycobacterium tuberculosis; Business; Geography; Engineering; Pathology; Marketing; Pediatrics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.1122212,0.001947684,0.004230516,0.002687299,0.001089918,0.01018929,0.004167681,0.005003687,0.003699016],"category_scores_gemma":[0.2857113,0.0008330767,0.002122016,0.004328351,0.005214928,0.01517778,0.003810779,0.006853401,0.0003931952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007063077,"about_ca_system_score_gemma":0.008958337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005942286,"about_ca_topic_score_gemma":0.00402308,"domain_scores_codex":[0.9136656,0.07526575,0.002265865,0.001673197,0.005879522,0.001250006],"domain_scores_gemma":[0.7407985,0.2373042,0.006574512,0.005069045,0.008340236,0.001913429],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001814014,0.000644077,0.00848075,0.004697266,0.001842091,0.0008793764,0.0008468906,0.1807872,0.000708074,0.3607923,0.01933291,0.4191751],"study_design_scores_gemma":[0.0005284142,0.0005194019,0.003927498,0.002616162,0.0005619818,0.000214361,0.001896427,0.131239,0.0005502645,0.8345186,0.02325493,0.000172903],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1143934,0.1129784,0.337849,0.3622845,0.003435643,0.003640017,0.001538526,0.0004092587,0.06347132],"genre_scores_gemma":[0.8697783,0.02346501,0.08927956,0.01154374,0.001913021,0.001833859,0.0003519223,0.0001984788,0.001636211],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1122212,"threshold_uncertainty_score":0.5934894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1939514402257981,"score_gpt":0.3782829606920237,"score_spread":0.1843315204662256,"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."}}