{"id":"W4220752428","doi":"10.1080/24745332.2022.2039499","title":"Chapter 8: Drug-resistant tuberculosis","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Respiratory Critical Care and Sleep Medicine","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"Nunavik Regional Board of Health and Social Services; McGill University; McGill University Health Centre; University of Alberta; University of Manitoba; West Park Healthcare Centre; University of Toronto; University Health Network; Health Sciences Centre; Mount Sinai Hospital","funders":"","keywords":"Tuberculosis; Drug; Medicine; Drug resistant tuberculosis; Virology; Pharmacology; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001144976,0.0001630042,0.0005906329,0.0006237002,0.0004127896,0.00001220309,0.0001583712,0.00006460441,0.002516084],"category_scores_gemma":[0.002520035,0.000125951,0.0001404947,0.0002031654,0.0007001925,0.00007364921,0.00003853612,0.0008693117,0.000005413935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002787778,"about_ca_system_score_gemma":0.0006423026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001656508,"about_ca_topic_score_gemma":0.002240653,"domain_scores_codex":[0.9978983,0.0002752272,0.000575559,0.0002196332,0.0004933695,0.0005378492],"domain_scores_gemma":[0.9963731,0.0003991618,0.00006781049,0.0002221786,0.0005337961,0.002403922],"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":[0.003381339,0.0002092915,0.2539398,0.00195729,0.0012577,0.04767021,0.01318962,0.00004307503,0.01291307,0.08011026,0.2531207,0.3322076],"study_design_scores_gemma":[0.002544993,0.008191504,0.0281011,0.0001976775,0.0004807077,0.001924321,0.01070081,0.00002350199,0.0001415282,0.0005815774,0.946864,0.0002482913],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7644175,0.1401531,0.00003271622,0.08111389,0.0008437039,0.0002527949,0.00007118801,0.00001368829,0.01310141],"genre_scores_gemma":[0.9797915,0.0001115013,0.00008006224,0.01931759,0.0006215729,0.000008560181,0.000005790554,0.00002170829,0.0000416814],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6937433,"threshold_uncertainty_score":0.9983957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03583292198359289,"score_gpt":0.3256728534606469,"score_spread":0.2898399314770541,"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."}}