{"id":"W7097231208","doi":"","title":"Canadian Multicenter Laboratory Study for Standardized Second-Line Antimicrobial Susceptibility Testing of Mycobacterium tuberculosis","year":2011,"lang":"en","type":"article","venue":"","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mycobacterium tuberculosis; Tuberculosis; Antimicrobial; Mycobacterium; Public health; Antibiotic resistance","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01066518,0.001226558,0.001204163,0.001668557,0.004562385,0.001791801,0.002522125,0.001255073,0.003773983],"category_scores_gemma":[0.01314664,0.000764543,0.001007745,0.004453419,0.001082366,0.0007460354,0.001569415,0.001513335,0.0006277661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02781037,"about_ca_system_score_gemma":0.06240204,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8180661,"about_ca_topic_score_gemma":0.8539733,"domain_scores_codex":[0.9837648,0.003629087,0.0009786829,0.001809074,0.008121847,0.00169653],"domain_scores_gemma":[0.9803042,0.0007770527,0.002956739,0.001219127,0.0128342,0.00190873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00395416,0.001622019,0.9153234,0.0008468436,0.0007852216,0.0006688297,0.001400935,0.0005445287,0.003553825,0.004143773,0.03482434,0.03233222],"study_design_scores_gemma":[0.001588266,0.001630376,0.9545312,0.0001968619,0.0003428836,0.000619891,0.0005778114,0.001151906,0.000834757,0.0001958684,0.03823625,0.00009398453],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8256453,0.01019346,0.01800931,0.005163095,0.0009873667,0.04119018,0.04054046,0.0007222623,0.0575486],"genre_scores_gemma":[0.9422799,0.001886044,0.02030816,0.003410946,0.0002479945,0.01008809,0.01684367,0.0001293887,0.004805766],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1819339,"threshold_uncertainty_score":0.3660106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05376179556804489,"score_gpt":0.3238409889971073,"score_spread":0.2700791934290624,"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."}}