{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005907187,0.0006156024,0.0007428277,0.0006918253,0.001249862,0.002560467,0.001116751,0.009302394,0.0044002],"category_scores_gemma":[0.03349821,0.0002601123,0.0004280783,0.000447588,0.004270257,0.006952241,0.001416513,0.02092933,0.003325159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002597799,"about_ca_system_score_gemma":0.001528129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006646437,"about_ca_topic_score_gemma":0.001141379,"domain_scores_codex":[0.9945122,0.002547373,0.0004950345,0.0005297881,0.001564252,0.0003513522],"domain_scores_gemma":[0.9865062,0.009836707,0.0009448234,0.0004560035,0.00131409,0.0009422157],"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":[0.0003001743,0.0001860509,0.007960157,0.0007996515,0.00005787141,0.01707479,0.0008457727,0.0002130832,0.001879576,0.04014736,0.6954432,0.2350923],"study_design_scores_gemma":[0.0003303775,0.0007460191,0.006851104,0.004183067,0.0001091228,0.07712217,0.001490662,0.001544995,0.001045298,0.1160076,0.7904457,0.0001239229],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001905401,0.0145224,0.0009740452,0.9656963,0.008864499,0.00002752648,0.0000237342,0.00003684048,0.007949223],"genre_scores_gemma":[0.05926033,0.03866059,0.004114033,0.7537538,0.1374218,0.00007120433,0.00007997829,0.00005159307,0.006586701],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.009302394,"threshold_uncertainty_score":0.03124058,"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."}}