{"id":"W1527756626","doi":"10.2165/11585440-000000000-00000","title":"Drug-Resistant Tuberculosis","year":2011,"lang":"en","type":"article","venue":"Drugs","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Regimen; Tuberculosis; Adverse effect; Pharmacotherapy; Drug resistance; Intensive care medicine; Drug; Bedaquiline; Disease; Mycobacterium tuberculosis; Pharmacology; Surgery; Internal medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004349322,0.0001238825,0.0002963502,0.0001199048,0.00006232524,0.000005058705,0.0001119747,0.00007594179,0.001729771],"category_scores_gemma":[0.0002546378,0.00009441696,0.0001438372,0.000174552,0.0001102887,0.00005452963,0.00005880815,0.0002237016,0.001204146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000551217,"about_ca_system_score_gemma":0.00005914181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009842492,"about_ca_topic_score_gemma":0.00004082381,"domain_scores_codex":[0.9987311,0.00009613619,0.0002353031,0.0002655081,0.000210258,0.0004616528],"domain_scores_gemma":[0.9990752,0.00009416475,0.00003193407,0.0003894093,0.00007631892,0.0003329261],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.003092539,0.001514299,0.2644513,0.0004275522,0.001007192,0.0006397947,0.01168037,8.531307e-7,0.03193239,0.02391135,0.6001962,0.06114619],"study_design_scores_gemma":[0.002730643,0.0006675757,0.6994357,0.0001362658,0.0002221757,0.0001231759,0.001671539,0.0002449066,0.02730939,0.003363802,0.2635822,0.0005125976],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.770517,0.0005061546,0.00001867083,0.005085814,0.000113546,0.0002188023,0.000008305953,0.0001148682,0.2234169],"genre_scores_gemma":[0.9921956,0.0001870822,0.001252934,0.002820921,0.0001428303,0.00003447921,0.00001873988,0.00002180681,0.003325626],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4349844,"threshold_uncertainty_score":0.9995735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03738510757641515,"score_gpt":0.3044828613213748,"score_spread":0.2670977537449596,"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."}}