{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009585308,0.0001672962,0.0006021264,0.0004179201,0.0002936656,0.00003410846,0.0003494291,0.0003150334,0.00004407536],"category_scores_gemma":[0.001261963,0.0002170898,0.00007820145,0.001499083,0.0005014302,0.0001490562,0.0002548094,0.0007952477,0.000001065779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000327494,"about_ca_system_score_gemma":0.0004422738,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8989159,"about_ca_topic_score_gemma":0.9708397,"domain_scores_codex":[0.9976279,0.0005485713,0.0003993708,0.0004603161,0.0003098536,0.0006539843],"domain_scores_gemma":[0.9963819,0.002565049,0.0001553203,0.0003355846,0.0002089412,0.0003531818],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003988114,0.00005603779,0.8494447,0.0001670126,0.0001997826,0.00009469318,0.0006489743,0.00004844625,0.0002625568,0.0001116879,0.1476541,0.0009132106],"study_design_scores_gemma":[0.002975413,0.00056753,0.9241894,0.0001990686,0.0002008986,0.00001783108,0.00572688,0.007441883,0.00003496565,0.0002552865,0.05819412,0.0001967052],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928641,0.0001021333,0.000008377702,0.003832688,0.00005768122,0.001508285,0.0004753266,0.00005494975,0.001096446],"genre_scores_gemma":[0.9931531,0.002396859,0.00003018072,0.0005358431,0.00003280599,0.0000267523,0.0003090384,0.00002468775,0.003490756],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08945993,"threshold_uncertainty_score":0.8852667,"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."}}