{"id":"W2061631633","doi":"10.1136/ebm.12.4.121","title":"Review: heterogeneous studies show that nucleic acid amplification tests accurately rule in but do not rule out TB","year":2007,"lang":"en","type":"letter","venue":"Evidence-Based Medicine","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal Neurological Institute and Hospital","funders":"","keywords":"Nucleic Acid Amplification Tests; Rule-based system; Computer science; Biology; Artificial intelligence; Virology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02277002,0.002330776,0.01213513,0.01312809,0.0007149401,0.004311467,0.002889115,0.002422295,0.007544373],"category_scores_gemma":[0.1627108,0.001268032,0.008777266,0.0181479,0.001814002,0.003983104,0.002564466,0.001656919,0.00103928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004720506,"about_ca_system_score_gemma":0.00868771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006271082,"about_ca_topic_score_gemma":0.0180897,"domain_scores_codex":[0.9698648,0.01297151,0.009243166,0.002229233,0.005202637,0.0004885491],"domain_scores_gemma":[0.8360068,0.1263167,0.02589097,0.002129297,0.008930242,0.0007260003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000522499,0.00001084835,0.002477498,0.8916262,0.02094986,0.0002353158,0.0002960681,0.0001506511,0.0002138524,0.0003145444,0.01007504,0.07312756],"study_design_scores_gemma":[0.0005972489,0.0002005495,0.01292413,0.8033569,0.1411953,0.000896632,0.0003931706,0.00009017691,0.0002904416,0.00107322,0.03891873,0.00006350567],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005732374,0.997117,0.0001566386,0.0008654125,0.0003425397,0.0001499996,0.000399721,0.000009826503,0.0003856163],"genre_scores_gemma":[0.02489137,0.9709373,0.0005227536,0.002208462,0.00043656,0.0003631022,0.0004287065,0.00002033778,0.0001914389],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02277002,"threshold_uncertainty_score":0.1204209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3105438175001192,"score_gpt":0.4490826610989223,"score_spread":0.1385388435988031,"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."}}