{"id":"W4411570511","doi":"10.4324/9781032641089-15","title":"Intelligence and security","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Intelligence, Security, War Strategy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Computer security","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005567604,0.0003049287,0.0003540466,0.000182868,0.0004098245,0.0001675461,0.0005028819,0.0006797588,0.004165902],"category_scores_gemma":[0.0001370901,0.0003114677,0.0001228581,0.00007385842,0.0007282358,0.0001234877,0.0001896126,0.0005791719,0.0003775963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001283392,"about_ca_system_score_gemma":0.0005360293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002625915,"about_ca_topic_score_gemma":0.01229579,"domain_scores_codex":[0.9982065,0.0000512271,0.0003510337,0.0005352563,0.0004771272,0.000378841],"domain_scores_gemma":[0.9989512,0.0002117583,0.0001158352,0.0003077331,0.0002350333,0.000178429],"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":[0.000003623883,0.000007620637,0.000007498953,0.00003575247,0.0000251968,0.00001324772,0.00281478,1.73502e-7,1.690195e-7,0.9736474,0.006876945,0.01656758],"study_design_scores_gemma":[0.000009238092,0.0000187314,9.890315e-7,0.00007657855,0.00002106973,9.465232e-7,0.0008469336,0.0000127297,0.00002909982,0.5002697,0.4984908,0.000223152],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000008163084,0.001460707,0.0005798445,0.000951371,0.0006473817,0.0003770178,0.00002470309,0.0001595787,0.9957913],"genre_scores_gemma":[0.02690836,0.005366493,0.0002099424,0.0003890903,0.0003578473,0.000005733159,0.000008506853,0.00001960523,0.9667344],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4916139,"threshold_uncertainty_score":0.9999337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03595768134209087,"score_gpt":0.3170468399736667,"score_spread":0.2810891586315759,"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."}}