{"id":"W2119363191","doi":"10.1371/journal.pmed.0050156","title":"Evidence-Based Tuberculosis Diagnosis","year":2008,"lang":"en","type":"article","venue":"PLoS Medicine","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":98,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Canadian Institutes of Health Research","keywords":"Tuberculosis; General partnership; Global health; Medicine; Tuberculosis control; Task (project management); Task force; Public relations; Economic growth; Public health; Political science; Public administration; Engineering; Nursing; Law","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":[0.07240205,0.001234034,0.002837586,0.01042661,0.001002426,0.005840991,0.002865395,0.006818066,0.006871555],"category_scores_gemma":[0.3615523,0.0008944431,0.004251848,0.004270355,0.001727932,0.005225336,0.003728157,0.006638496,0.001147166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006215219,"about_ca_system_score_gemma":0.01346252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006520503,"about_ca_topic_score_gemma":0.01281506,"domain_scores_codex":[0.8806024,0.0821564,0.01683872,0.002779332,0.01634487,0.001278337],"domain_scores_gemma":[0.606149,0.3259761,0.01934123,0.007806865,0.03745495,0.003271968],"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":[0.0009908277,0.0002305286,0.00848196,0.08485237,0.009188551,0.000678394,0.001372916,0.001501472,0.0004726762,0.0445917,0.3217646,0.525874],"study_design_scores_gemma":[0.001947912,0.0004809308,0.0146708,0.29443,0.01189349,0.001179327,0.00161541,0.001736897,0.001271387,0.09325675,0.5772935,0.0002235913],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.001222616,0.5860397,0.00431078,0.3821141,0.01716315,0.0002410198,0.0004438828,0.00005755586,0.008407137],"genre_scores_gemma":[0.09436849,0.688557,0.02466962,0.1535914,0.0339292,0.0008776886,0.0007913712,0.00005763971,0.003157563],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07240205,"threshold_uncertainty_score":0.3829032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1913033947992554,"score_gpt":0.3622997489626268,"score_spread":0.1709963541633714,"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."}}