{"id":"W4411666642","doi":"10.34190/eccws.24.1.3333","title":"Cyber Defence Trainer for Marine Integrated Platform Management Systems","year":2025,"lang":"en","type":"article","venue":"European Conference on Cyber Warfare and Security","topic":"Military Strategy and Technology","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Canadian Navy; Royal Military College of Canada","funders":"","keywords":"Trainer; Systems engineering; Computer science; Business; Engineering; Computer security; Process management; Operating system","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":[],"consensus_categories":[],"category_scores_codex":[0.000683415,0.0005572734,0.0002417331,0.00050026,0.0004896979,0.001172251,0.0008540843,0.0006849027,0.02427805],"category_scores_gemma":[0.001498064,0.0002869635,0.0003892579,0.0001861693,0.0002960293,0.001485079,0.001464359,0.001356808,0.008457527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006832152,"about_ca_system_score_gemma":0.001394005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001865683,"about_ca_topic_score_gemma":0.002139125,"domain_scores_codex":[0.9995345,0.00007756962,0.00002105875,0.00007718059,0.0001700204,0.000119614],"domain_scores_gemma":[0.9994004,0.0001093201,0.0000429481,0.000124757,0.0001623172,0.0001603826],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006066523,0.001421866,0.009698245,0.0005093751,0.00004641171,0.001257678,0.003150414,0.0151047,0.1217485,0.06407057,0.08255126,0.6998343],"study_design_scores_gemma":[0.0001540829,0.00163201,0.01112988,0.0003640534,0.00006538856,0.001897734,0.0008198048,0.1597887,0.07254595,0.007636741,0.7438269,0.0001387517],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1293968,0.0005141846,0.6637005,0.00132411,0.0005156838,0.001815256,0.0005472777,0.04210239,0.1600838],"genre_scores_gemma":[0.4577602,0.0004413828,0.324338,0.0007378295,0.0001012801,0.0006776075,0.001339546,0.00153234,0.2130718],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02427805,"threshold_uncertainty_score":0.08121812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01955447470079623,"score_gpt":0.22567166805366,"score_spread":0.2061171933528638,"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."}}