{"id":"W7164025869","doi":"10.1109/ic-eeta66496.2025.11548052","title":"Cognitive e-KYC: A Convergence of Biometric Forensics and Digital Identity Validation","year":2025,"lang":"","type":"article","venue":"","topic":"Digital and Cyber Forensics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Biometrics; Digital forensics; Identity (music); Cognition; Convergence (economics); Computer forensics","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","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0002381089,0.0002661585,0.0003772023,0.0006691386,0.0001172677,0.001082083,0.0005059634,0.0001188353,0.00003133743],"category_scores_gemma":[0.0004175184,0.000256819,0.0001346757,0.005358096,0.0007167709,0.0047623,0.001126554,0.0001163438,0.00004715395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003257392,"about_ca_system_score_gemma":0.0002266792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000628098,"about_ca_topic_score_gemma":0.00001060428,"domain_scores_codex":[0.9978719,0.00002942148,0.0006199276,0.0006198109,0.0005143731,0.0003445175],"domain_scores_gemma":[0.9982022,0.0002995975,0.0002422872,0.0003406962,0.0007779151,0.0001372848],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002475033,0.0001798798,0.01609696,0.0001693772,0.0001409723,0.00000649905,0.0002786228,0.00000168345,0.0000410273,0.4131049,0.000414959,0.5695404],"study_design_scores_gemma":[0.004139283,0.00152493,0.09878864,0.001587515,0.0005163333,0.00005860029,0.001727147,0.05222712,0.1072463,0.7286702,0.001640984,0.001872942],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.28005,0.0005954109,0.6644573,0.000187146,0.001138542,0.0003071594,0.0001125418,0.00005010773,0.05310183],"genre_scores_gemma":[0.994711,0.0001653005,0.0008961634,0.0001661976,0.00001978469,0.000003928629,0.00001839093,0.000006436043,0.004012811],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7146609,"threshold_uncertainty_score":0.9999884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01503756998780197,"score_gpt":0.2671187302088372,"score_spread":0.2520811602210352,"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."}}