{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.1017929,0.001253893,0.001004825,0.00663776,0.01039313,0.02644008,0.00475256,0.0128004,0.002028631],"category_scores_gemma":[0.06851763,0.0009762686,0.001321202,0.003425905,0.0928616,0.02337696,0.0132347,0.01089559,0.0007468353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01392181,"about_ca_system_score_gemma":0.04070697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008244703,"about_ca_topic_score_gemma":0.00590612,"domain_scores_codex":[0.9357072,0.04723236,0.003308608,0.004228202,0.006987574,0.002535993],"domain_scores_gemma":[0.9187073,0.04825415,0.006073285,0.01411099,0.009207219,0.003647043],"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":[0.000001827031,0.000008167798,0.0001543457,0.00002637644,0.000002843558,0.00003204063,0.001316219,0.0007785531,0.00004318455,0.9940801,0.000460633,0.003095676],"study_design_scores_gemma":[0.00001007138,0.0000133961,0.0001552178,0.0004234491,0.000008918589,0.0000649193,0.002250991,0.00281858,0.0001607565,0.9704818,0.02359231,0.00001955373],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01089636,0.004236742,0.7636669,0.09903022,0.0005757677,0.0007911412,0.000101964,0.0002277037,0.1204732],"genre_scores_gemma":[0.6236114,0.002871835,0.3591004,0.005389152,0.0005901807,0.001699996,0.0001239623,0.0001246485,0.00648853],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9871996,"threshold_uncertainty_score":0.5383386,"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."}}