{"id":"W4220755059","doi":"10.1016/s2468-2667(22)00064-0","title":"Programmatic screening for latent tuberculosis in migrants","year":2022,"lang":"en","type":"letter","venue":"The Lancet Public Health","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Jewish General Hospital; McGill University","funders":"","keywords":"Latent tuberculosis; Tuberculosis; Medicine; Environmental health; Mycobacterium tuberculosis; 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":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.008160834,0.0003344217,0.00171814,0.0004283462,0.0002972838,0.00006078387,0.0006270853,0.0003776735,0.0003408844],"category_scores_gemma":[0.001738204,0.0002171251,0.0003050901,0.000611573,0.0001284001,0.00006570869,0.0001979136,0.003983979,0.00002574032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000598167,"about_ca_system_score_gemma":0.0009558793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002522055,"about_ca_topic_score_gemma":0.0003639421,"domain_scores_codex":[0.9936048,0.001682202,0.0008817769,0.000604497,0.000694341,0.002532368],"domain_scores_gemma":[0.9970792,0.001215534,0.0002910868,0.001000194,0.00009418499,0.0003197989],"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":[0.0001170067,0.00007515021,0.008371356,0.001702194,0.0001905263,0.00006244018,0.0002866032,0.000003534745,5.933869e-7,0.0001051497,0.9393384,0.04974708],"study_design_scores_gemma":[0.001626223,0.0006945023,0.01467523,0.0001984407,0.00002594591,0.0001046327,0.00006838191,0.001406886,1.953516e-7,0.0002079158,0.9808124,0.0001792022],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002661344,0.001772368,0.0001522356,0.9909678,0.0002121995,0.003528476,0.0001859903,0.0001299803,0.0003896523],"genre_scores_gemma":[0.00225142,0.001416673,0.002231239,0.9832186,0.004615712,0.002627347,0.002607566,0.00009357271,0.0009378964],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04956787,"threshold_uncertainty_score":0.9983138,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2297096588713643,"score_gpt":0.4116087069011213,"score_spread":0.181899048029757,"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."}}