{"id":"W4401715274","doi":"10.1097/tp.0000000000005173","title":"Cell-mediated Immunity to Guide Primary Prophylaxis for CMV Infection in Organ Transplant Recipients: A Multicenter Single-arm Prospective Study","year":2024,"lang":"en","type":"article","venue":"Transplantation","topic":"Cytomegalovirus and herpesvirus research","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; St. Michael's Hospital; University of Alberta; University of British Columbia; University Health Network","funders":"","keywords":"Medicine; Immunity; Immunology; Organ transplantation; QuantiFERON; Cell mediated immunity; Cytomegalovirus; Transplantation; Internal medicine; Immune system; Viral disease; Pathology; Human immunodeficiency virus (HIV); Herpesviridae; Tuberculosis","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":[],"consensus_categories":[],"category_scores_codex":[0.0005223745,0.0002063969,0.0002953824,0.0005719395,0.00009449405,0.00006632417,0.00007308237,0.000112611,0.00008206034],"category_scores_gemma":[0.00003607531,0.0001804299,0.00008895852,0.0007715659,0.00003346707,0.0002098794,0.000008460424,0.0003749274,0.0000933469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006138798,"about_ca_system_score_gemma":0.0001685537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00159615,"about_ca_topic_score_gemma":0.002706421,"domain_scores_codex":[0.998258,0.0001059055,0.0004579252,0.0004485215,0.0003835441,0.000346105],"domain_scores_gemma":[0.9992919,0.0001941957,0.00003078303,0.0001849505,0.0001622323,0.0001359439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01791282,0.01040509,0.4929251,0.004014075,0.0002674393,0.0005041336,0.07924212,0.00006669524,0.3791719,0.00001872309,0.0002424336,0.01522942],"study_design_scores_gemma":[0.01012008,0.00816108,0.930916,0.0009700165,0.0002759265,0.00003125858,0.0005130228,0.0006274793,0.04677871,0.00002059673,0.001252969,0.0003328688],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894577,0.0001045044,0.003604964,0.0001473184,0.0002323497,0.005166011,0.0001950481,0.0001548361,0.0009372448],"genre_scores_gemma":[0.9976056,0.0001930991,0.0004482962,0.00009627891,0.00008993866,0.0006096219,0.0004741443,0.00005179482,0.0004312802],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4379909,"threshold_uncertainty_score":0.7357716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02593358993876064,"score_gpt":0.3210361812118818,"score_spread":0.2951025912731211,"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."}}