{"id":"W2969308222","doi":"10.4103/lungindia.lungindia_350_19","title":"Drug-resistant tuberculosis: Progress towards shorter and safer regimens","year":2019,"lang":"en","type":"editorial","venue":"Lung India","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Tuberculosis; Sputum; Internal medicine; Rifampicin; Drug resistant tuberculosis; Bedaquiline; Pediatrics; Mycobacterium tuberculosis; 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":[0.004390158,0.0005135405,0.001495911,0.0007932335,0.000329741,0.001966279,0.001677958,0.001198714,0.01246931],"category_scores_gemma":[0.006188551,0.0002620589,0.0008698431,0.001123949,0.000920568,0.003332081,0.0009844637,0.005640079,0.002028756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001190265,"about_ca_system_score_gemma":0.001004174,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001339193,"about_ca_topic_score_gemma":0.002194313,"domain_scores_codex":[0.9978242,0.0007629733,0.000241881,0.0002662316,0.0008054405,0.00009943529],"domain_scores_gemma":[0.9958007,0.001568844,0.001119874,0.0003432258,0.0006682075,0.0004990826],"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":[0.000890718,0.001356746,0.004205286,0.004603078,0.0003344065,0.0004207595,0.0006400604,0.001122163,0.005443773,0.01327554,0.03977756,0.9279301],"study_design_scores_gemma":[0.001135286,0.007469369,0.02472639,0.005148863,0.0005607198,0.004394157,0.0007902832,0.00261094,0.002695902,0.01789606,0.9324499,0.0001220374],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"editorial","genre_scores_codex":[0.07001457,0.8092143,0.01914592,0.08134957,0.003637044,0.0003137215,0.0008253394,0.000438212,0.01506131],"genre_scores_gemma":[0.2669943,0.5898843,0.05719439,0.05881255,0.01410651,0.0004096004,0.002167361,0.0003248188,0.01010609],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.01246931,"threshold_uncertainty_score":0.04171401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009709236066352734,"score_gpt":0.3150916485358446,"score_spread":0.3053824124694919,"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."}}