{"id":"W3035741495","doi":"10.5121/ijnsa.2020.12301","title":"Ontology-based Model for Security Assessment: Predicting Cyberattacks through Threat Activity Analysis","year":2020,"lang":"en","type":"article","venue":"International Journal of Network Security & Its Applications","topic":"Information and Cyber Security","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Computer security; Ontology; Computer science","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":[0.0006145206,0.0002358193,0.0004421818,0.000162749,0.0003099033,0.000330109,0.001867227,0.000149598,0.00003044805],"category_scores_gemma":[0.00007823091,0.0002336671,0.0005372321,0.0008951292,0.00005699584,0.00162769,0.0002132193,0.0005419758,0.000007703096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001813562,"about_ca_system_score_gemma":0.0004131529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000116364,"about_ca_topic_score_gemma":0.0001017632,"domain_scores_codex":[0.997568,0.00009538512,0.000848846,0.0003628406,0.0007900413,0.000334941],"domain_scores_gemma":[0.9963841,0.0003459451,0.001078464,0.0003480427,0.00162047,0.0002229183],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001760808,0.0006477054,0.003246926,0.00005567748,0.002153743,0.000009988884,0.008672006,0.4223273,0.00009270239,0.5504689,0.007161709,0.004987238],"study_design_scores_gemma":[0.0008161034,0.00007010674,0.0005197044,0.00001648304,0.0001962786,0.00001236948,0.00003832502,0.9597593,0.0001394881,0.02588238,0.01234973,0.0001997253],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006855064,0.0001427304,0.9758948,0.01415938,0.0002834848,0.0004834765,0.0001274818,0.0001017333,0.001951819],"genre_scores_gemma":[0.9483331,0.00006122203,0.04705543,0.003600509,0.000770619,0.0001012115,0.00005774197,0.00001146359,0.00000866942],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9414781,"threshold_uncertainty_score":0.9528668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0304845139970437,"score_gpt":0.3301237728008202,"score_spread":0.2996392588037765,"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."}}