{"id":"W4367669363","doi":"10.1001/jamanetworkopen.2023.12114","title":"Screening for Latent Tuberculosis Infection","year":2023,"lang":"en","type":"letter","venue":"JAMA Network Open","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Latent tuberculosis; Task force; Psychology; Medicine; Psychoanalysis; Gerontology; Tuberculosis; Mycobacterium tuberculosis; Political science","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":["research_integrity"],"category_scores_codex":[0.002570821,0.0003977876,0.001191275,0.0002173546,0.0002750499,0.0002401065,0.0004715265,0.001612545,0.0002931084],"category_scores_gemma":[0.001217143,0.0003346524,0.0004899081,0.0005108575,0.00007161167,0.0001853401,0.0006844326,0.00265741,0.000478665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001859579,"about_ca_system_score_gemma":0.000144942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002462488,"about_ca_topic_score_gemma":0.0001890268,"domain_scores_codex":[0.9963523,0.0004619755,0.0006387017,0.000815343,0.0003859937,0.001345647],"domain_scores_gemma":[0.9970755,0.001553647,0.0002251752,0.0007047676,0.0002152001,0.000225695],"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":[0.0003983749,0.0000191305,0.03358034,0.0003589083,0.0008813111,0.0002033151,0.00001296803,0.0003641048,0.000002913021,0.0000251589,0.9483151,0.01583833],"study_design_scores_gemma":[0.001394941,0.0004714107,0.06625791,0.0009981781,0.0002953376,0.00006369146,0.000002371179,0.003259815,0.00000375598,0.0005248124,0.9264163,0.0003114189],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001013164,0.0003741812,0.0009311244,0.9883902,0.001050736,0.003738569,0.0000906567,0.0002196048,0.004191772],"genre_scores_gemma":[0.0004320952,0.001927643,0.004002212,0.9238296,0.03761168,0.001950977,0.005904028,0.0002510535,0.02409071],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06456059,"threshold_uncertainty_score":0.9999105,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1149326330989149,"score_gpt":0.3840751454294219,"score_spread":0.269142512330507,"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."}}