{"id":"W4353064101","doi":"10.1186/s12890-023-02329-3","title":"UMOYA: a prospective longitudinal cohort study to evaluate novel diagnostic tools and to assess long-term impact on lung health in South African children with presumptive pulmonary TB—a study protocol","year":2023,"lang":"en","type":"article","venue":"BMC Pulmonary Medicine","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Centre Hospitalier Universitaire Sainte-Justine","funders":"Fogarty International Center; European and Developing Countries Clinical Trials Partnership; National Institute of Allergy and Infectious Diseases","keywords":"Medicine; Sputum; Tuberculosis; Observational study; Intensive care medicine; Pediatrics; Quality of life (healthcare); Prospective cohort study; Cohort; Radiological weapon; Cohort study; Pulmonary function testing; Health care; Internal medicine; Pathology; Surgery","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":[0.007774115,0.002302944,0.001489104,0.001153877,0.002930284,0.001393334,0.00198044,0.00179299,0.008162052],"category_scores_gemma":[0.005613559,0.00141099,0.001540121,0.001520445,0.0009263853,0.001374831,0.002656284,0.001525226,0.002121093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002039484,"about_ca_system_score_gemma":0.006833136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01015987,"about_ca_topic_score_gemma":0.01693957,"domain_scores_codex":[0.9967207,0.00165685,0.0003978124,0.0005461591,0.0002058281,0.0004726577],"domain_scores_gemma":[0.9972317,0.0003791487,0.0006035398,0.0005407372,0.000620648,0.0006242661],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.1077284,0.0131229,0.7536322,0.006772199,0.001959971,0.003039724,0.005708112,0.001727136,0.005172354,0.004634097,0.04585642,0.05064651],"study_design_scores_gemma":[0.0594984,0.03664032,0.7966132,0.004946642,0.002038636,0.001741532,0.004850574,0.002785428,0.001529326,0.002181782,0.08679701,0.0003772925],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.3957891,0.002814438,0.01097931,0.001097333,0.0004930679,0.5222007,0.0607635,0.0002447057,0.005617881],"genre_scores_gemma":[0.1955166,0.001057297,0.01614597,0.001052332,0.0002110047,0.7643089,0.01909128,0.00004288287,0.002573711],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.01015987,"threshold_uncertainty_score":0.04111391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1036999476284468,"score_gpt":0.4480706138917537,"score_spread":0.3443706662633069,"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."}}