{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001945337,0.0002302463,0.0002223487,0.0001298094,0.00009816165,0.00005334347,0.0002172324,0.00008294488,0.00007547132],"category_scores_gemma":[0.00001227453,0.00020216,0.00004510307,0.0001556447,0.00007063412,0.00008219876,0.00007722869,0.0002620068,0.00003297382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002887393,"about_ca_system_score_gemma":0.0000114256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003642072,"about_ca_topic_score_gemma":0.00009330628,"domain_scores_codex":[0.99906,0.00003430939,0.0002502574,0.0003054395,0.00007297414,0.0002770329],"domain_scores_gemma":[0.9995447,0.00004014662,0.00002100724,0.0002779137,0.00005827391,0.00005796071],"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":[0.00007504558,0.00006562074,0.0004152842,0.0005856343,0.0002194417,0.0000853127,0.0005136512,0.0002313563,0.0001240122,0.9200841,0.007526811,0.07007375],"study_design_scores_gemma":[0.005657543,0.0008114505,0.02862159,0.001497459,0.0003107509,0.0000587157,0.00524169,0.1423307,0.001549773,0.06841753,0.7430499,0.002452872],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2751618,0.0004914756,0.005158778,0.0002183179,0.0005515598,0.0006713629,0.00009453279,0.0006774976,0.7169747],"genre_scores_gemma":[0.9972442,0.0003337482,0.000191553,0.0001000401,0.00002638373,0.00003472885,0.00007187388,0.00002106812,0.001976425],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8516666,"threshold_uncertainty_score":0.8243846,"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."}}