{"id":"W4411567596","doi":"10.33590/respiramj/dawj9041","title":"Improving Latent Tuberculosis Screening Amongst Hospitalized Patients Undergoing Initiation of Immunosuppression: A Cross-Sectional Analysis","year":2025,"lang":"en","type":"article","venue":"Respiratory The American Medical Journal","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Calgary; McGill University","funders":"","keywords":"Cross-sectional study; Immunosuppression; Medicine; Tuberculosis; Latent tuberculosis; Internal medicine; Intensive care medicine; Mycobacterium tuberculosis; Pathology","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":[0.00189704,0.0002454598,0.000302117,0.0007592215,0.0004427122,0.0008186162,0.0004328534,0.0006559719,0.001231737],"category_scores_gemma":[0.00412313,0.0004941002,0.0007221851,0.001028176,0.0002708157,0.0006841163,0.0005355281,0.0007999056,0.0001922314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004313563,"about_ca_system_score_gemma":0.0005310428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005158125,"about_ca_topic_score_gemma":0.006070077,"domain_scores_codex":[0.9989913,0.0003777877,0.0001399342,0.0001773894,0.000144279,0.0001692384],"domain_scores_gemma":[0.9966629,0.0008066946,0.001474814,0.0002073356,0.000353417,0.0004947127],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000440367,0.00004908406,0.9995328,0.000004320565,0.0000284795,0.00001346615,0.00003794511,0.00001059355,0.00002712014,0.000002697068,0.00002389854,0.0002256343],"study_design_scores_gemma":[0.000007729553,0.0002514029,0.9991998,0.000005731595,0.00003148472,0.00006833341,0.0002151906,0.0001441552,0.00002462792,0.000003074697,0.00004645704,0.00000198816],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996251,0.00007321207,0.00003678607,0.00002195363,0.000002890032,0.000009171932,0.0001348163,0.000001449524,0.00009460685],"genre_scores_gemma":[0.9996818,0.00004628668,0.00005385046,0.00002372281,0.000004622428,0.00000859189,0.0001493484,7.99778e-7,0.00003100788],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005158125,"threshold_uncertainty_score":0.01025623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0213388896821164,"score_gpt":0.3514595338596972,"score_spread":0.3301206441775809,"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."}}