{"id":"W2101903135","doi":"10.1093/infdis/jis188","title":"Which New Diagnostics for Tuberculosis, and When?","year":2012,"lang":"en","type":"article","venue":"The Journal of Infectious Diseases","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Bill and Melinda Gates Foundation","keywords":"Tuberculosis; Computer science; Process (computing); Grading (engineering); Medicine; Data science; Risk analysis (engineering); Medical physics; Engineering; Pathology","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":[0.03103746,0.00107604,0.002700326,0.004295626,0.002152232,0.009656805,0.002613213,0.01035556,0.02582387],"category_scores_gemma":[0.1391008,0.0009789175,0.003386455,0.002744342,0.00422834,0.02052361,0.002299757,0.009678544,0.01112837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006157525,"about_ca_system_score_gemma":0.02023618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01399907,"about_ca_topic_score_gemma":0.03272022,"domain_scores_codex":[0.9773833,0.008795903,0.004327518,0.001933371,0.006411434,0.001148423],"domain_scores_gemma":[0.9104413,0.03859767,0.008686152,0.003970321,0.02817528,0.01012929],"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":[0.0006762168,0.0003265222,0.006115478,0.01288752,0.0004688941,0.0003957045,0.000341998,0.000222052,0.0004924217,0.01137919,0.3860667,0.5806274],"study_design_scores_gemma":[0.0005542738,0.0002994138,0.007209688,0.06535593,0.001276153,0.001246761,0.003254948,0.0004136945,0.00114542,0.04428669,0.8747001,0.000256992],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001030459,0.2862103,0.002476143,0.6699278,0.02442988,0.0003366377,0.001278048,0.0001227798,0.01418798],"genre_scores_gemma":[0.03422749,0.5348942,0.02236376,0.3488172,0.03528174,0.001199509,0.001752021,0.0002982212,0.02116594],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03103746,"threshold_uncertainty_score":0.1641437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02167593446420666,"score_gpt":0.323688690874106,"score_spread":0.3020127564098993,"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."}}