{"id":"W4220904137","doi":"10.1080/24745332.2022.2036503","title":"Chapter 4: Diagnosis of tuberculosis infection","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Respiratory Critical Care and Sleep Medicine","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland; Ottawa Hospital; McGill University","funders":"","keywords":"Tuberculosis; Medicine; Virology; Computer science; Pathology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001612933,0.0007407149,0.0008706619,0.003448465,0.0008679016,0.002060414,0.001417669,0.002280178,0.02477805],"category_scores_gemma":[0.005863315,0.000577015,0.001219205,0.001284126,0.0006064438,0.000966577,0.001599696,0.002186656,0.008494584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001782451,"about_ca_system_score_gemma":0.003037039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006900505,"about_ca_topic_score_gemma":0.00996705,"domain_scores_codex":[0.9981673,0.0005391189,0.0002735508,0.0001814241,0.0006739167,0.0001645709],"domain_scores_gemma":[0.9982886,0.0007557214,0.0001308682,0.00006554125,0.0005780602,0.0001812592],"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":[0.0001059493,0.0003080895,0.01067415,0.004477881,0.0001553477,0.001364971,0.0009045433,0.001256078,0.002489171,0.01153433,0.4676719,0.4990576],"study_design_scores_gemma":[0.00003409769,0.0002049003,0.02694494,0.01172107,0.0001290042,0.005558967,0.0007886454,0.0007576253,0.001438109,0.01301086,0.9393564,0.00005533472],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01437713,0.3834395,0.03215552,0.1137114,0.03362016,0.002758563,0.00561797,0.0008572751,0.4134625],"genre_scores_gemma":[0.08577117,0.4533778,0.05233041,0.04351705,0.04912479,0.001487907,0.008382536,0.0003985931,0.3056096],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02477805,"threshold_uncertainty_score":0.08289081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04385827531859991,"score_gpt":0.3400015446867513,"score_spread":0.2961432693681514,"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."}}