{"id":"W4390101549","doi":"10.1136/thorax-2023-220249","title":"Association of indicators of extensive disease and rifampin-resistant tuberculosis treatment outcomes: an individual participant data meta-analysis","year":2023,"lang":"en","type":"article","venue":"Thorax","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; McGill University; West Park Healthcare Centre; McGill University Health Centre","funders":"National Institute of Allergy and Infectious Diseases; McGill University Health Centre; McGill University","keywords":"Medicine; Internal medicine; Tuberculosis; Odds ratio; Confidence interval; Acid-fast; Surgery; Gastroenterology; Sputum; Pathology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002000531,0.0001874067,0.001667281,0.0006650457,0.00005452213,0.000009831318,0.0001981274,0.00009927223,0.0001716142],"category_scores_gemma":[0.002488804,0.0001208893,0.0004778612,0.00113987,0.0001201983,0.0001107125,0.0001967849,0.0001036952,0.00001320862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000492254,"about_ca_system_score_gemma":0.0001294901,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008257549,"about_ca_topic_score_gemma":0.0003797387,"domain_scores_codex":[0.9972802,0.0006074219,0.0006347273,0.0004819353,0.0005940603,0.0004016185],"domain_scores_gemma":[0.9971038,0.0008632704,0.0003253751,0.00109844,0.0001389118,0.0004702267],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003686536,0.0005075626,0.7037122,0.00009453831,0.291048,0.00004288804,0.0006893887,0.00005295242,0.0007554018,0.0001091276,0.00170694,0.0009123476],"study_design_scores_gemma":[0.0004159923,0.0003437321,0.7252125,0.00000373211,0.2725696,3.132518e-7,0.0003236142,0.0005688617,0.0002033214,0.0000802661,0.0002035235,0.00007453815],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886596,0.001420977,0.000007664856,0.00698461,0.00001756494,0.0003939902,0.002442869,0.0000379523,0.00003475738],"genre_scores_gemma":[0.9967459,0.0006498462,0.0002307661,0.0002333266,0.00002261916,0.00006030695,0.001764935,0.00001526389,0.0002770356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02150038,"threshold_uncertainty_score":0.4929724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2876756628134742,"score_gpt":0.4469984156688818,"score_spread":0.1593227528554076,"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."}}