{"id":"W2995747718","doi":"10.1183/13993003.01467-2019","title":"Standardised shorter regimens <i>versus</i> individualised longer regimens for rifampin- or multidrug-resistant tuberculosis","year":2019,"lang":"en","type":"article","venue":"European Respiratory Journal","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":88,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network; McGill University; West Park Healthcare Centre; McGill University Health Centre","funders":"World Health Organization","keywords":"Medicine; Regimen; Pyrazinamide; Ethambutol; Internal medicine; Tuberculosis; Ethionamide; Odds ratio; Propensity score matching; Rifampicin; 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":[0.01766933,0.000862293,0.004352055,0.001188568,0.0001984262,0.001531997,0.0009369066,0.001482587,0.003224675],"category_scores_gemma":[0.03080099,0.0006409612,0.01140234,0.001252892,0.0007365422,0.001441392,0.0009139669,0.001918083,0.0002446393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000866265,"about_ca_system_score_gemma":0.0008989534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001261264,"about_ca_topic_score_gemma":0.001769924,"domain_scores_codex":[0.981024,0.0125801,0.003643178,0.001346734,0.001109478,0.0002964843],"domain_scores_gemma":[0.9763881,0.0141559,0.007197477,0.00120143,0.0007259107,0.0003311576],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.1809786,0.001483297,0.02230844,0.1761755,0.4649904,0.0002092769,0.0003868456,0.004429968,0.00340425,0.002540089,0.001934849,0.1411584],"study_design_scores_gemma":[0.1230205,0.06917959,0.0722703,0.03103962,0.6763214,0.0005627056,0.0003259788,0.003214973,0.002681284,0.004970926,0.01621153,0.000201037],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.42394,0.553801,0.006405496,0.001708405,0.002121783,0.003805461,0.002677534,0.00008281504,0.005457423],"genre_scores_gemma":[0.9418311,0.04851086,0.004093945,0.001619398,0.000768242,0.001711898,0.0009648037,0.00002143313,0.0004782839],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01766933,"threshold_uncertainty_score":0.09344548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06591744290487847,"score_gpt":0.3492357686500593,"score_spread":0.2833183257451808,"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."}}