{"id":"W2124381370","doi":"10.1128/jcm.05195-11","title":"Canadian Multicenter Laboratory Study for Standardized Second-Line Antimicrobial Susceptibility Testing of Mycobacterium tuberculosis","year":2011,"lang":"en","type":"article","venue":"Journal of Clinical Microbiology","topic":"Mycobacterium research and diagnosis","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Provincial Laboratory of Public Health; Public Health Ontario; Public Health Agency of Canada; Toronto Public Health; Institut National de Santé Publique du Québec; University of Manitoba","funders":"Pfizer","keywords":"Capreomycin; Ethionamide; Mycobacterium tuberculosis; Amikacin; Rifabutin; Moxifloxacin; Microbiology; Tuberculosis; Antimicrobial; Ofloxacin; Medicine; Antibiotics; Ethambutol; Biology; Ciprofloxacin; Pathology; Clarithromycin","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008844441,0.000878388,0.0008294781,0.001180125,0.003491966,0.001282464,0.001908991,0.0009839175,0.003195788],"category_scores_gemma":[0.01285135,0.000606434,0.0006782964,0.002750113,0.0009712938,0.0004896022,0.0009850585,0.001157352,0.0004917695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0181337,"about_ca_system_score_gemma":0.03856909,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7680346,"about_ca_topic_score_gemma":0.8010761,"domain_scores_codex":[0.9856166,0.004175162,0.0007238776,0.001319058,0.006904062,0.001261203],"domain_scores_gemma":[0.9868004,0.000846443,0.001914555,0.001086758,0.007864787,0.001487035],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00487716,0.001990596,0.9229035,0.0005601177,0.000692264,0.0007472043,0.001186291,0.000606982,0.006599745,0.002800128,0.02144373,0.03559221],"study_design_scores_gemma":[0.001699013,0.002339192,0.965852,0.0001114785,0.0002766574,0.0007573965,0.0004809638,0.001050314,0.001560949,0.0001478725,0.02565759,0.00006660466],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9237157,0.005215495,0.01191198,0.003158688,0.000494199,0.01391585,0.01408593,0.0003870525,0.02711506],"genre_scores_gemma":[0.9741355,0.0009420224,0.01136397,0.001735472,0.0001324315,0.002754231,0.00625441,0.00006567423,0.002616262],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2319654,"threshold_uncertainty_score":0.466663,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08730723869001036,"score_gpt":0.3816335397757639,"score_spread":0.2943263010857535,"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."}}