{"id":"W4407870999","doi":"10.32996/jhsss.2025.7.2.5","title":"Cybersecurity as a Catalyst: Enhancing Accountability and Driving Change in Federal Agencies","year":2025,"lang":"en","type":"article","venue":"Journal of Humanities and Social Sciences Studies","topic":"Information and Cyber Security","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Accountability; Business; Computer security; Public relations; Public administration; Political science; Computer science; Law","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":[0.001203478,0.00008749215,0.0002558432,0.0001730981,0.001205005,0.0003951995,0.0002480567,0.00002906078,0.000002802569],"category_scores_gemma":[0.00007381562,0.0000684102,0.0000422378,0.0002190876,0.000532751,0.001665128,0.0003051634,0.0001302437,2.986835e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009272785,"about_ca_system_score_gemma":0.0001047193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005381302,"about_ca_topic_score_gemma":0.008232486,"domain_scores_codex":[0.9990652,0.00005696684,0.0003324779,0.0001123383,0.0002513583,0.0001817123],"domain_scores_gemma":[0.9994895,0.0001151727,0.0001796971,0.00004102463,0.0001607213,0.00001386343],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000005181446,0.00002656836,0.0221667,0.00009242264,0.00003828048,0.000006321623,0.735762,5.387718e-7,0.00001837654,0.2361134,0.0002326069,0.005537563],"study_design_scores_gemma":[0.0008244184,0.0003262342,0.2048153,0.0003417784,0.00002343334,0.00004963221,0.7262427,0.0006026044,0.0002092196,0.0614616,0.004697821,0.0004052448],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907363,0.00311958,0.0001081788,0.001469556,0.0003527585,0.00006933397,4.249361e-7,0.000009790079,0.00413405],"genre_scores_gemma":[0.9980059,0.0006164083,0.0001916183,0.001068835,0.00007380309,0.000003265563,5.196988e-8,7.5734e-7,0.00003937815],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1826486,"threshold_uncertainty_score":0.9268044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07030901277296306,"score_gpt":0.3389649113149676,"score_spread":0.2686558985420046,"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."}}