{"id":"W2022780956","doi":"10.1007/s10787-010-0072-2","title":"Drug-resistant tuberculosis: an insurmountable epidemic?","year":2010,"lang":"en","type":"review","venue":"Inflammopharmacology","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"Juravinski Cancer Centre; McMaster University; Hamilton Health Sciences","funders":"","keywords":"Tuberculosis; Drug; Medicine; Virology; Immunology; Pharmacology; 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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.002861167,0.001153674,0.005889352,0.001010997,0.0002577114,0.00004377619,0.0009344883,0.002105392,0.002490722],"category_scores_gemma":[0.001266253,0.0008997058,0.001279321,0.0007332652,0.0006015521,0.0002441308,0.0004072074,0.005228489,0.002451282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005511153,"about_ca_system_score_gemma":0.00188826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004822369,"about_ca_topic_score_gemma":0.0003267658,"domain_scores_codex":[0.991486,0.002187218,0.002250936,0.001553848,0.0004926611,0.002029313],"domain_scores_gemma":[0.994279,0.001712899,0.0006747553,0.001430281,0.0003245534,0.001578546],"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":[0.0003719101,0.0004648936,0.0001805104,0.01170623,0.00133355,0.00112512,0.00004322321,0.000001083886,0.001028596,0.0004046139,0.04457431,0.9387659],"study_design_scores_gemma":[0.00123541,0.0004613349,0.0001181922,0.001769383,0.003137012,0.001148813,0.00001198565,0.00003395068,0.00004612877,0.0001022817,0.9912104,0.0007250811],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001738606,0.9873056,0.000002482491,0.001310452,0.001651639,0.002567694,0.0001707772,0.0003400818,0.004912687],"genre_scores_gemma":[0.00006958643,0.9898329,0.0005449534,0.002860388,0.002699106,0.001297635,0.0008276667,0.0002441959,0.001623543],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9466361,"threshold_uncertainty_score":0.9993454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06270166292006255,"score_gpt":0.4288675787165562,"score_spread":0.3661659157964936,"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."}}