{"id":"W2979402400","doi":"10.1093/infdis/jiz258","title":"Guidance for Studies Evaluating the Accuracy of Sputum-Based Tests to Diagnose Tuberculosis","year":2019,"lang":"en","type":"article","venue":"The Journal of Infectious Diseases","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Medical Research Council; National Institute of Allergy and Infectious Diseases; South African Medical Research Council; European Commission; World Health Organization","keywords":"Medicine; Sputum; Tuberculosis; Generalizability theory; Test (biology); Population; Tuberculosis diagnosis; Comparability; Clinical study design; Medical physics; Intensive care medicine; Pathology; Clinical trial; Mycobacterium tuberculosis; Statistics; Environmental health","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":[0.1683575,0.004729653,0.006203108,0.01503908,0.002179421,0.006269745,0.01423515,0.03171288,0.02388389],"category_scores_gemma":[0.4773121,0.004276623,0.01719295,0.009517364,0.003911025,0.006894448,0.00461742,0.01232861,0.01555222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005021092,"about_ca_system_score_gemma":0.02942291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02642973,"about_ca_topic_score_gemma":0.03247565,"domain_scores_codex":[0.7831777,0.144959,0.04186922,0.00428874,0.02288909,0.002816292],"domain_scores_gemma":[0.3509732,0.4467949,0.03142512,0.01775274,0.144384,0.008670097],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002662667,0.0006383033,0.002968209,0.04663732,0.0009867533,0.001426617,0.001950564,0.003853732,0.001859615,0.009849849,0.6719974,0.255169],"study_design_scores_gemma":[0.00760751,0.001510993,0.01643109,0.1737378,0.003887011,0.002377193,0.001712339,0.003859522,0.002651734,0.04616446,0.7393204,0.0007399378],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.009311634,0.1775816,0.1775192,0.334942,0.03805619,0.08848392,0.0505085,0.0089733,0.1146237],"genre_scores_gemma":[0.01644226,0.04497323,0.7666293,0.07305563,0.005202485,0.0591876,0.01171447,0.001156494,0.02163845],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.1683575,"threshold_uncertainty_score":0.8903702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06283072501380337,"score_gpt":0.4383787738158095,"score_spread":0.3755480488020062,"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."}}