{"id":"W1706523233","doi":"10.1155/2008/857901","title":"Diagnosis of Multidrug‐Resistant Tuberculosis and Extensively Drug‐Resistant Tuberculosis: Current Standards and Challenges","year":2008,"lang":"en","type":"article","venue":"Canadian Journal of Infectious Diseases and Medical Microbiology","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":80,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal Neurological Institute and Hospital","funders":"","keywords":"Tuberculosis; Medicine; Multiple drug resistance; Drug; Extensively drug-resistant tuberculosis; Drug resistance; Intensive care medicine; Mycobacterium tuberculosis; Pharmacology; Microbiology; Biology; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007479966,0.0002937052,0.001127186,0.0005311161,0.000242126,0.00001235334,0.0001099548,0.0002466467,0.000159314],"category_scores_gemma":[0.005100816,0.0002203882,0.0002053164,0.0001451274,0.001836348,0.00008206776,0.00006656795,0.0005450426,0.000001132886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002020666,"about_ca_system_score_gemma":0.001985422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005043468,"about_ca_topic_score_gemma":0.009456735,"domain_scores_codex":[0.9975413,0.0003841432,0.0007979412,0.0003845009,0.000247041,0.0006450393],"domain_scores_gemma":[0.995065,0.0007784654,0.0002503712,0.000185911,0.0007035299,0.003016722],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001224015,0.0005493912,0.8538383,0.001933358,0.001429499,0.002418114,0.00137964,0.000001660548,0.003366953,0.00049793,0.02144371,0.1119175],"study_design_scores_gemma":[0.004383413,0.002478141,0.9013172,0.001753296,0.0006850436,0.01043849,0.0006615407,0.00002646335,0.0002523133,0.0002443502,0.07736175,0.0003979637],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.756489,0.2337853,0.000004628978,0.008820612,0.000208963,0.0001964128,0.0004283591,0.000008325133,0.00005841127],"genre_scores_gemma":[0.7416616,0.2574862,0.00002624902,0.0006152547,0.0001628665,0.00001332773,0.00001173573,0.00001787891,0.000004889577],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1115195,"threshold_uncertainty_score":0.8987169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01849237363081755,"score_gpt":0.2813317263088084,"score_spread":0.2628393526779909,"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."}}