{"id":"W4391810908","doi":"10.1097/hep.0000000000000797","title":"Promise and pitfalls of a natural killer cell signature for HCC detection in patients with HCV with sustained virological response","year":2024,"lang":"en","type":"letter","venue":"Hepatology","topic":"Hepatitis C virus research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Alberta Hospital; Alberta Hospital Edmonton","funders":"","keywords":"Medicine; Hepatitis C virus; Signature (topology); Immunology; Virology; Internal medicine; Virus","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":["research_integrity"],"category_scores_codex":[0.000328612,0.0003659572,0.0009396399,0.0006411091,0.00003694314,0.00001529848,0.0001112602,0.001343822,0.00005452171],"category_scores_gemma":[0.0003533323,0.0002339244,0.0000767747,0.0003359647,0.0003588906,0.00004574778,0.00008557229,0.002611263,0.000007532673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000215188,"about_ca_system_score_gemma":0.0004334613,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007784029,"about_ca_topic_score_gemma":0.000311852,"domain_scores_codex":[0.9974183,0.0004258061,0.0003806694,0.000719258,0.0004435934,0.0006123328],"domain_scores_gemma":[0.9985266,0.0005921637,0.0001398017,0.0003430368,0.0003078347,0.00009055658],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.2167165,0.0007706091,0.4198313,0.009230274,0.0006516305,0.01123284,0.0008637899,0.000001680155,0.001971943,0.00001750072,0.3314362,0.00727574],"study_design_scores_gemma":[0.03786023,0.03950233,0.09421297,0.001353623,0.0008444612,0.0002640251,0.00009019108,0.001987955,0.003273099,0.0002239842,0.8188514,0.001535788],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.920656,0.0005033882,0.00003309003,0.07536127,0.0001713437,0.003032494,0.00006760019,0.00004743015,0.0001273728],"genre_scores_gemma":[0.9654548,0.00002658335,0.000384844,0.03047825,0.0001496275,0.0003836842,0.0002767831,0.00009740681,0.002748094],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4874152,"threshold_uncertainty_score":0.9999526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008550480150125135,"score_gpt":0.2567524040373553,"score_spread":0.2482019238872302,"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."}}