{"id":"W6921504150","doi":"10.7916/8xwx-p437","title":"Predictive value of TNF-α, IFN-γ, and IL-10 for tuberculosis among recently exposed contacts in the United States and Canada","year":2023,"lang":"en","type":"article","venue":"Columbia Academic Commons (Columbia University)","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Predictive value; Tuberculosis; Value (mathematics); Epidemiology; Disease; MEDLINE","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005279072,0.0003891712,0.0004551872,0.001233643,0.002029825,0.001540068,0.001560741,0.0007871561,0.002849201],"category_scores_gemma":[0.003456651,0.0003973924,0.0006764821,0.002034268,0.000658516,0.0003622941,0.0007246659,0.001408334,0.0002300119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01218588,"about_ca_system_score_gemma":0.01526552,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9881585,"about_ca_topic_score_gemma":0.9916291,"domain_scores_codex":[0.9994358,0.0000671189,0.00004464504,0.00008391663,0.0001829848,0.0001854086],"domain_scores_gemma":[0.997381,0.0003622663,0.0003589443,0.00007792814,0.0009983615,0.0008214319],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008601762,0.00002912969,0.9974777,0.000009984401,0.00003315247,0.0001143481,0.0002357743,0.0001116053,0.00009740207,0.00005232754,0.0003239742,0.001428485],"study_design_scores_gemma":[0.000009125291,0.00002203609,0.9972202,0.00003292082,0.00005046094,0.0001209946,0.001447787,0.0006407917,0.0000574896,0.00002686258,0.0003623647,0.000009026654],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994441,0.001012106,0.00005485814,0.0003413665,0.00002775588,0.00001817482,0.00131324,0.00001083035,0.002780659],"genre_scores_gemma":[0.9986243,0.0004444346,0.00004660734,0.00006004567,0.000008964906,0.000003296285,0.000305359,0.000003518971,0.000503425],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01218588,"threshold_uncertainty_score":0.08841509,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02597018744198444,"score_gpt":0.2585701080156312,"score_spread":0.2325999205736468,"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."}}