{"id":"W7106246355","doi":"10.5281/zenodo.17658120","title":"Ransomware Readiness Assessment Tool","year":2025,"lang":"","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Advanced Malware Detection Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ransomware; Extortion; Phishing; Cyberwarfare; Evasion (ethics); Data breach; Cybercrime; Malware; Covert; Critical infrastructure","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002608605,0.001068488,0.0004310485,0.007328038,0.0005081541,0.001880776,0.001075416,0.0007506727,0.02774596],"category_scores_gemma":[0.01570464,0.0002650341,0.000755928,0.001313579,0.0003399929,0.002295759,0.001808565,0.0009945234,0.01409953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00051834,"about_ca_system_score_gemma":0.0008500135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001583652,"about_ca_topic_score_gemma":0.002045301,"domain_scores_codex":[0.9979315,0.0003214441,0.0003244888,0.0002557244,0.0009515096,0.0002154167],"domain_scores_gemma":[0.9903618,0.003009879,0.002003454,0.0005982764,0.003556784,0.0004697735],"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":[0.0005808976,0.001089341,0.3022028,0.0008941076,0.0001780668,0.0008225891,0.002288572,0.008215344,0.003375709,0.01190532,0.1497058,0.5187414],"study_design_scores_gemma":[0.0001246607,0.002053564,0.5109434,0.001176388,0.0002911653,0.0029056,0.007168768,0.1140427,0.02127545,0.01519499,0.3242353,0.0005881193],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"software","genre_scores_codex":[0.5845986,0.0006833381,0.1094211,0.001610512,0.0004873966,0.006859436,0.04610481,0.0319666,0.2182682],"genre_scores_gemma":[0.8532282,0.0003919285,0.07093018,0.000521138,0.00009192924,0.00290097,0.03052874,0.0009879235,0.04041887],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.02774596,"threshold_uncertainty_score":0.09281951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02191355596167677,"score_gpt":0.2886926387286468,"score_spread":0.26677908276697,"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."}}