{"id":"W7123361938","doi":"10.1109/iccike67021.2025.11318205","title":"The Role of AI Governance in Digital Forensics: A Framework for Ethical and Reliable Investigations","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":"Institute on Governance","funders":"","keywords":"Operationalization; Digital evidence; Transparency (behavior); Digital forensics; Corporate governance; Cybercrime; Data governance; Accountability","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":[0.000310276,0.0001950014,0.0002751155,0.00004077615,0.0002285809,0.0009243445,0.0006475357,0.0003131061,0.000001867456],"category_scores_gemma":[0.001288843,0.0001449849,0.0001038279,0.0008574588,0.0009757193,0.0007620049,0.0006018505,0.0006684253,0.000003384736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000389733,"about_ca_system_score_gemma":0.000535891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007272181,"about_ca_topic_score_gemma":0.0001703563,"domain_scores_codex":[0.9982889,0.00001395547,0.0005675147,0.0004429327,0.000276931,0.0004098153],"domain_scores_gemma":[0.9976522,0.001293317,0.0001397418,0.000548394,0.0002655715,0.0001007894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001700515,0.00003235684,0.002634657,0.00002921128,0.00001748996,3.871135e-7,0.0002756904,0.00003515133,0.000002185337,0.8229926,0.002151608,0.1718116],"study_design_scores_gemma":[0.0002377487,0.0001022647,0.0008990368,0.0003779696,0.000008954917,0.000001409833,0.0001535028,0.05709438,0.0009283242,0.8895491,0.05050875,0.0001384924],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0146576,0.004791203,0.7696178,0.1005027,0.001386496,0.001378107,0.0001655877,0.00008254209,0.107418],"genre_scores_gemma":[0.9608736,0.0001590205,0.03135264,0.00430142,0.00003773034,0.00004729641,0.000002723932,0.000009816212,0.003215762],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.946216,"threshold_uncertainty_score":0.8913476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007061999834655273,"score_gpt":0.2429234481149554,"score_spread":0.2358614482803001,"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."}}