{"id":"W1969772525","doi":"10.1371/journal.pmed.0040208","title":"Serial Testing for Tuberculosis: Can We Make Sense of T Cell Assay Conversions and Reversions?","year":2007,"lang":"en","type":"letter","venue":"PLoS Medicine","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":121,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; McGill University","funders":"Canadian Institutes of Health Research; McGill University","keywords":"Tuberculosis; Medicine; Immunology; Pathology","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","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001672796,0.000488611,0.00180468,0.0006599169,0.0001496536,0.000005175687,0.0001584862,0.001145152,0.0002699219],"category_scores_gemma":[0.009888417,0.0003658566,0.0001941571,0.0003823169,0.0006825722,0.00002906224,0.0001381713,0.002010663,0.00001404208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001598356,"about_ca_system_score_gemma":0.000298917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006802393,"about_ca_topic_score_gemma":0.00003597515,"domain_scores_codex":[0.9962386,0.0003466618,0.0009481566,0.0007272606,0.0007552766,0.0009840243],"domain_scores_gemma":[0.9912518,0.006585219,0.000386368,0.0006290168,0.000640381,0.0005072696],"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":[0.0003683846,0.00009213603,0.001855702,0.00406106,0.0003811593,0.0006820858,0.0002503124,3.527163e-7,0.03120063,0.000004576399,0.9600899,0.00101369],"study_design_scores_gemma":[0.01020263,0.005343782,0.001526892,0.007415861,0.003624422,0.0007050984,0.0008330721,0.0007742734,0.004447259,0.0001914242,0.9642059,0.0007294176],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02738827,0.001907993,0.00005824991,0.9637773,0.0005894737,0.001833715,0.0003485257,0.00008608981,0.004010359],"genre_scores_gemma":[0.01483368,0.003106061,0.008337002,0.948389,0.01605738,0.0001450201,0.001909227,0.000233465,0.006989201],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02675337,"threshold_uncertainty_score":0.9998794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07307611717358878,"score_gpt":0.3232923125685573,"score_spread":0.2502161953949685,"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."}}