{"id":"W2140797177","doi":"10.1093/infdis/jiu820","title":"Costs of Novel Tuberculosis Diagnostics—Will Countries Be Able to Afford It?","year":2015,"lang":"en","type":"review","venue":"The Journal of Infectious Diseases","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"McGill University; American Society of Tropical Medicine and Hygiene; Bill and Melinda Gates Foundation","keywords":"Sputum; Tuberculosis; Medicine; Biomarker; Triage; Test (biology); Environmental health; Immunology; Intensive care medicine; Pathology; Medical emergency; Biology","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":[0.002953517,0.0006327776,0.0005497545,0.0006602008,0.0005173336,0.003798869,0.000751912,0.002046969,0.01122217],"category_scores_gemma":[0.01552893,0.0002216414,0.0007145447,0.001182073,0.001527209,0.005045934,0.001663807,0.001906966,0.0009100955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003397324,"about_ca_system_score_gemma":0.003326204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00722533,"about_ca_topic_score_gemma":0.00467864,"domain_scores_codex":[0.9981351,0.0009280029,0.00009052552,0.000101364,0.0003752884,0.0003697344],"domain_scores_gemma":[0.9947352,0.001730155,0.001350265,0.0002217278,0.0008872751,0.00107541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002418943,0.0003426991,0.05074774,0.002055783,0.0005426428,0.00101065,0.0008076992,0.0172256,0.001518206,0.1452583,0.1152387,0.6628332],"study_design_scores_gemma":[0.0005419853,0.00193698,0.1686577,0.008596717,0.0006141844,0.00340774,0.01175844,0.01625233,0.002258865,0.2191278,0.5664873,0.0003599029],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.2400485,0.08469597,0.01345298,0.580947,0.003561882,0.0002117131,0.004650626,0.0002101106,0.0722212],"genre_scores_gemma":[0.9470255,0.02586636,0.00711078,0.01344231,0.001112868,0.0001735433,0.001004467,0.00006914249,0.00419498],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01122217,"threshold_uncertainty_score":0.03754187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0603395482380585,"score_gpt":0.3947702925396059,"score_spread":0.3344307443015475,"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."}}