{"id":"W4411534996","doi":"10.1007/978-3-031-96590-6_4","title":"Operating Under Constraints: Identifying Requirements for Enhanced Cyber Resilience Management","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Software Engineering Research","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Resilience (materials science); Computer science; Computer security","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":[0.00168381,0.0009670463,0.000751132,0.0008843561,0.0006170307,0.002791929,0.001876527,0.001086899,0.006906598],"category_scores_gemma":[0.01349139,0.0004452492,0.0005727406,0.0008532502,0.001458566,0.005441132,0.002125849,0.001494439,0.0006754781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009145409,"about_ca_system_score_gemma":0.001805998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002591561,"about_ca_topic_score_gemma":0.002899319,"domain_scores_codex":[0.9981857,0.0003046136,0.0001039473,0.0002826209,0.0006687018,0.0004542749],"domain_scores_gemma":[0.9908707,0.004661137,0.001606834,0.001115609,0.001243462,0.0005022895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005030761,0.000262899,0.006589006,0.0006375674,0.00007206929,0.001001886,0.000574512,0.64245,0.02517624,0.2184015,0.005937776,0.09839352],"study_design_scores_gemma":[0.00001777559,0.0001345628,0.002379837,0.00007806713,0.00003008404,0.0002765063,0.0005414766,0.8944033,0.008129379,0.09002529,0.003945123,0.00003843297],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1886596,0.0002911009,0.7626227,0.001288575,0.0001388654,0.0005172317,0.0007412193,0.001170594,0.04457013],"genre_scores_gemma":[0.920442,0.0001487401,0.07571772,0.00008671806,0.00003945688,0.0001777696,0.000359942,0.0001962001,0.002831324],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006906598,"threshold_uncertainty_score":0.02310485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03145355182758525,"score_gpt":0.3139909595760298,"score_spread":0.2825374077484446,"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."}}