{"id":"W4411666911","doi":"10.34190/eccws.24.1.3628","title":"Towards a Comprehensive Cybersecurity Information Sharing Framework","year":2025,"lang":"en","type":"article","venue":"European Conference on Cyber Warfare and Security","topic":"Information and Cyber Security","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Society of Intestinal Research","funders":"","keywords":"Computer security; Information sharing; Computer science; Internet privacy; Business; Knowledge management; World Wide Web","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":[0.03828379,0.001975205,0.001687228,0.01482323,0.005183813,0.02057865,0.006348356,0.005173886,0.002044718],"category_scores_gemma":[0.02755525,0.001263349,0.002703186,0.01231274,0.01066396,0.03707086,0.01516762,0.006058374,0.0008113864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008700586,"about_ca_system_score_gemma":0.01831819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009801649,"about_ca_topic_score_gemma":0.005739352,"domain_scores_codex":[0.9682773,0.01402673,0.003567794,0.002848844,0.009160171,0.002119108],"domain_scores_gemma":[0.9647679,0.01111462,0.00484123,0.005531579,0.01106658,0.002678151],"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":[0.00002788101,0.0001340814,0.002313951,0.000343723,0.00005263287,0.0001146568,0.002241421,0.0150944,0.0005685478,0.9420484,0.002043306,0.03501696],"study_design_scores_gemma":[0.00002087072,0.0001959121,0.002107327,0.001511807,0.0001310623,0.0004301479,0.008266752,0.1191753,0.001964376,0.7830079,0.08304325,0.0001453995],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02265954,0.003520791,0.9222358,0.01210015,0.0002406435,0.001280277,0.0004358895,0.0009358288,0.03659103],"genre_scores_gemma":[0.3159348,0.002631305,0.6756449,0.00075916,0.0001743619,0.0009570963,0.0008539048,0.0001556833,0.002888798],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03828379,"threshold_uncertainty_score":0.2024664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0233259131614069,"score_gpt":0.2648056125307682,"score_spread":0.2414796993693613,"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."}}