{"id":"W7083592517","doi":"10.1017/ash.2025.392","title":"Utility of a Pulmonary TB diagnostic Algorithm to Guide Testing and Airborne Infection Isolation","year":2025,"lang":"en","type":"article","venue":"Antimicrobial Stewardship & Healthcare Epidemiology","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Sputum; Isolation (microbiology); Mycobacterium tuberculosis; Tuberculosis; Pulmonary tuberculosis; Sputum culture; Discontinuation; Patient isolation","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002306877,0.0007890008,0.0005321882,0.00194503,0.0004739266,0.001326752,0.0007265208,0.0005275498,0.00180466],"category_scores_gemma":[0.01507325,0.0002420158,0.0004167407,0.0008265722,0.0001790394,0.000598355,0.0006129222,0.0004934812,0.000656142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001840005,"about_ca_system_score_gemma":0.003569949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02039728,"about_ca_topic_score_gemma":0.02227619,"domain_scores_codex":[0.9980074,0.0007045388,0.0003309593,0.0002820803,0.0005271413,0.0001479405],"domain_scores_gemma":[0.9944062,0.001946597,0.0007367558,0.0002366667,0.002216792,0.000457084],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007623581,0.0004581133,0.7648579,0.0002193818,0.0001152379,0.0009367141,0.0002797461,0.01154367,0.001842063,0.0004882119,0.01259042,0.2059062],"study_design_scores_gemma":[0.0004988698,0.001736457,0.6194836,0.0009282434,0.0004645936,0.003917239,0.001055222,0.342586,0.005432569,0.002451253,0.02131816,0.0001277597],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8764145,0.002992811,0.07280737,0.007437433,0.0003330558,0.003000943,0.003260157,0.002082534,0.0316712],"genre_scores_gemma":[0.9311497,0.0005652096,0.06490882,0.0004832479,0.0001036093,0.0003760726,0.001584224,0.00004530272,0.0007838556],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02039728,"threshold_uncertainty_score":0.04055709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04317930056282904,"score_gpt":0.3225474407034244,"score_spread":0.2793681401405954,"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."}}