{"id":"W2292693477","doi":"10.1183/13993003.01910-2015","title":"Diagnostics for latent TB infection: incremental, not transformative progress","year":2016,"lang":"en","type":"letter","venue":"European Respiratory Journal","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Latent tuberculosis; Transformative learning; Medicine; Tuberculosis; Disease; Intensive care medicine; Disease control; Environmental health; Mycobacterium tuberculosis; Internal medicine; Pathology; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.003215707,0.0004607317,0.0007703619,0.0004462617,0.0004023877,0.0001063762,0.0002967171,0.0003822047,0.0004925604],"category_scores_gemma":[0.001080798,0.0003017732,0.0005863934,0.0001112764,0.0003338426,0.0001893949,0.00008045915,0.003351373,0.000548661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004049237,"about_ca_system_score_gemma":0.0003487294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001972876,"about_ca_topic_score_gemma":0.000001391477,"domain_scores_codex":[0.9950566,0.001660455,0.001060718,0.0004239833,0.0006746665,0.001123617],"domain_scores_gemma":[0.997512,0.0006029813,0.000480436,0.0003917328,0.0005256754,0.0004871333],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003334663,0.00005350764,0.006867114,0.0003060875,0.0004835951,0.002698452,0.0000738329,4.665441e-7,0.0001711691,0.000008296563,0.9671875,0.02181649],"study_design_scores_gemma":[0.002804339,0.002298529,0.0108007,0.0008246647,0.0001825857,0.001037509,0.000005706499,0.000004084966,0.0003405839,0.00003033534,0.9813442,0.0003268174],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.007983794,0.002537402,0.001247964,0.9761236,0.001612084,0.00177924,0.000303106,0.0001314936,0.008281333],"genre_scores_gemma":[0.002415236,0.003503585,0.0003568732,0.9575928,0.03427482,0.00009430887,0.0001322866,0.0002315809,0.001398508],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03266274,"threshold_uncertainty_score":0.9999434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08716296067859393,"score_gpt":0.3538663897942411,"score_spread":0.2667034291156472,"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."}}