{"id":"W142776692","doi":"","title":"Quality assurance programme for drug susceptibility testing of Mycobacterium tuberculosis in the WHO/IUATLD Supranational Reference Laboratory Network: five rounds of proficiency testing, 1994-1998.","year":2002,"lang":"en","type":"article","venue":"PubMed","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":122,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Canada","funders":"","keywords":"Medicine; Ethambutol; Mycobacterium tuberculosis; Isoniazid; Rifampicin; Streptomycin; Tuberculosis; Drug resistance; Quality assurance; External quality assessment; Internal medicine; Antibiotics; Microbiology; Pathology; Biology","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":[0.03775279,0.0009125355,0.0005061709,0.001825724,0.0009326004,0.001098755,0.002982209,0.0007828955,0.003478973],"category_scores_gemma":[0.01784453,0.0004849642,0.0003486737,0.001663536,0.001314412,0.0008504648,0.001787983,0.0009327719,0.001893625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005227619,"about_ca_system_score_gemma":0.009470662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04136029,"about_ca_topic_score_gemma":0.04087548,"domain_scores_codex":[0.9833362,0.007677124,0.001466103,0.00162384,0.004956972,0.000939723],"domain_scores_gemma":[0.9668555,0.00427775,0.006407452,0.003470153,0.01681623,0.002172857],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002930067,0.001778782,0.5869295,0.001952538,0.0001821405,0.0003272122,0.00271425,0.002591003,0.03514772,0.0009020713,0.03383968,0.330705],"study_design_scores_gemma":[0.0004686085,0.003646359,0.9204037,0.0004921862,0.0001428728,0.0005574111,0.0005876021,0.00235363,0.02225455,0.0001682009,0.04886347,0.00006156203],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7543913,0.01555278,0.1187002,0.005678158,0.0004891773,0.02502701,0.03785497,0.003423824,0.0388825],"genre_scores_gemma":[0.7861236,0.001538635,0.1525902,0.002339078,0.0000999592,0.005968319,0.04341395,0.0002203726,0.007705899],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04136029,"threshold_uncertainty_score":0.1996582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1268906164130607,"score_gpt":0.3348439478127731,"score_spread":0.2079533313997124,"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."}}