{"id":"W4407864919","doi":"10.21810/jicw.v7i3.6872","title":"HUMAN INFRASTRUCTURE SECURITY","year":2025,"lang":"en","type":"article","venue":"The Journal of Intelligence Conflict and Warfare","topic":"Information and Cyber Security","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Critical infrastructure; Human security; Business; Computer security; Computer science; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005463451,0.00009024153,0.0001349675,0.0001060103,0.0002269771,0.0001185583,0.000864723,0.00005026036,0.00003215732],"category_scores_gemma":[0.00004137107,0.00005423247,0.00005206404,0.0002458149,0.00009000324,0.0004066306,0.0001686875,0.0003177519,0.000004227887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001804779,"about_ca_system_score_gemma":0.00006512355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001190506,"about_ca_topic_score_gemma":0.000004785383,"domain_scores_codex":[0.9992313,0.00006020986,0.0003561934,0.00005645034,0.0001730133,0.0001228066],"domain_scores_gemma":[0.9991914,0.0000576906,0.0001978679,0.0002284469,0.0002718273,0.00005276937],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002710669,0.00003376043,0.0009601017,0.00006056782,0.00008149663,0.000008922557,0.04589719,0.0001876829,0.0002915708,0.8470872,0.01277104,0.09259339],"study_design_scores_gemma":[0.0008709245,0.0006463873,0.03113164,0.0005524671,0.0001197812,0.0008992041,0.01345532,0.02346766,0.04504298,0.2985457,0.5845243,0.0007436096],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3743502,0.005145818,0.5765647,0.01047717,0.001511811,0.0002910422,0.000004417451,0.00007882149,0.03157595],"genre_scores_gemma":[0.9976779,0.0003473882,0.0003149786,0.00146434,0.00003743762,3.700206e-7,2.115181e-7,0.000001513051,0.0001558902],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6233277,"threshold_uncertainty_score":0.2211536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01325944379351734,"score_gpt":0.2812594337827116,"score_spread":0.2679999899891942,"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."}}