{"id":"W2117306278","doi":"10.1183/09031936.00151709","title":"Predicting outcomes and drug resistance with standardised treatment of active tuberculosis","year":2010,"lang":"en","type":"article","venue":"European Respiratory Journal","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; McGill University","funders":"Canadian Institutes of Health Research","keywords":"Regimen; Medicine; Tuberculosis; Drug resistance; Internal medicine; Surgery; Intensive care medicine; Pediatrics; Pathology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0119738,0.0008425962,0.001076462,0.001115061,0.0002676759,0.001250893,0.001147823,0.001364489,0.001719044],"category_scores_gemma":[0.04594986,0.0007452865,0.002802463,0.001097214,0.0007355455,0.001010099,0.001062153,0.0013323,0.0002873216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002556991,"about_ca_system_score_gemma":0.00165196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01693781,"about_ca_topic_score_gemma":0.01124432,"domain_scores_codex":[0.9924195,0.005626623,0.000511248,0.0005325185,0.0004887347,0.0004213169],"domain_scores_gemma":[0.9707977,0.0208278,0.005803576,0.0009518603,0.001080458,0.0005387544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.000779341,0.0001795125,0.07302383,0.0002030684,0.0005416975,0.000196029,0.0001752674,0.9144391,0.0001842446,0.002013443,0.0003610716,0.007903409],"study_design_scores_gemma":[0.000642705,0.002376965,0.06847594,0.0002128915,0.0006315929,0.0002463915,0.0001287453,0.9129914,0.0008148056,0.0122174,0.001138163,0.0001229672],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.970586,0.001136432,0.02214913,0.001228749,0.00005472113,0.000396867,0.002193299,0.0001052003,0.002149601],"genre_scores_gemma":[0.9949718,0.0002720359,0.003412054,0.00005943355,0.0000104211,0.0001409288,0.0007697815,0.000006217161,0.0003574002],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01693781,"threshold_uncertainty_score":0.06332427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02257941016287273,"score_gpt":0.3093408006462809,"score_spread":0.2867613904834082,"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."}}