{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006486116,0.0002568646,0.0008363202,0.0003523674,0.0001749024,0.000002968254,0.0001887163,0.0001700233,0.004425607],"category_scores_gemma":[0.01165481,0.0001736252,0.0001654075,0.0005660269,0.0006583066,0.0001303024,0.0000493,0.0004753078,0.0005957197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001501468,"about_ca_system_score_gemma":0.0002152208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004267439,"about_ca_topic_score_gemma":0.00001409799,"domain_scores_codex":[0.997227,0.0002406212,0.0005304515,0.0004913925,0.000837121,0.0006734783],"domain_scores_gemma":[0.996156,0.002085168,0.00008267931,0.0006518645,0.0002817964,0.0007424892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004221289,0.0004878306,0.7488815,0.0002445398,0.0002501695,0.0006941804,0.0002120364,0.000007733485,0.008842796,0.00007405655,0.2347147,0.005168283],"study_design_scores_gemma":[0.006190803,0.005538306,0.9036447,0.005295856,0.0007353951,0.0007401958,0.000133567,0.003462383,0.02327122,0.0001584973,0.05030236,0.0005267048],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.789507,0.01149505,0.0001028842,0.1919465,0.0001695145,0.0006314694,0.000004794709,0.0002145375,0.005928193],"genre_scores_gemma":[0.9593165,0.01685179,0.0007177695,0.02097277,0.001071604,0.0003004133,0.00003999596,0.00003928207,0.0006899034],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1844123,"threshold_uncertainty_score":0.9966704,"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."}}