{"id":"W4414920902","doi":"10.1016/j.cose.2025.104696","title":"Operationalizing cybersecurity knowledge: Design, implementation & evaluation of a knowledge management system for CACAO playbooks","year":2025,"lang":"en","type":"article","venue":"Computers & Security","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Digital Technology Supercluster; Research and Innovation Foundation; European Commission","keywords":"Interoperability; Workflow; Automation; Operationalization; Orchestration; Software deployment; Standardization; Key (lock)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002598262,0.0006170674,0.0002766496,0.001270484,0.0011346,0.00304029,0.001869084,0.0007741433,0.008888991],"category_scores_gemma":[0.006033989,0.0003757571,0.000257913,0.0007380705,0.0009968281,0.002536088,0.001433554,0.0008391184,0.0008978508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00199968,"about_ca_system_score_gemma":0.004653809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01671289,"about_ca_topic_score_gemma":0.0146569,"domain_scores_codex":[0.9991753,0.0002471864,0.00006061864,0.0001772632,0.000251404,0.00008816343],"domain_scores_gemma":[0.9954705,0.002469469,0.0001721234,0.0004378556,0.0009944811,0.0004556819],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.004925588,0.01171169,0.03819463,0.0009143542,0.0001188653,0.0006864039,0.02148459,0.008575783,0.07109396,0.01104377,0.0107562,0.8204943],"study_design_scores_gemma":[0.004922666,0.02343716,0.1455155,0.0007727262,0.001647967,0.0005986646,0.03631342,0.336208,0.3319522,0.01180982,0.1062923,0.0005295641],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9406816,0.00006942238,0.03504455,0.000651732,0.00005024705,0.002736543,0.0003962895,0.001866893,0.01850273],"genre_scores_gemma":[0.8962291,0.0001032563,0.08497731,0.0001896535,0.00001815941,0.001230549,0.0006801774,0.0001395029,0.01643227],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01671289,"threshold_uncertainty_score":0.03323126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1170461048327486,"score_gpt":0.3783388227340357,"score_spread":0.2612927179012871,"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."}}