{"id":"W4410253156","doi":"10.1016/j.procs.2025.04.337","title":"Blockchain Models Applications: A Comparative Study on Security","year":2025,"lang":"en","type":"article","venue":"Procedia Computer Science","topic":"Blockchain Technology Applications and Security","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Canada West","funders":"","keywords":"Computer science; Blockchain; Computer security; Data 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006242582,0.0004416205,0.0004494735,0.002269853,0.001444138,0.003481142,0.0007882235,0.00162386,0.004687661],"category_scores_gemma":[0.02078541,0.0002695341,0.0004988489,0.00338973,0.001726274,0.008608347,0.002574435,0.001426721,0.0006393179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002295829,"about_ca_system_score_gemma":0.001916037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003814773,"about_ca_topic_score_gemma":0.002941256,"domain_scores_codex":[0.9944648,0.002934843,0.0002325091,0.0002712203,0.001692131,0.0004044371],"domain_scores_gemma":[0.9762393,0.01665993,0.001173242,0.002534898,0.002879329,0.0005134258],"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":[0.001662866,0.0006103476,0.03644862,0.001492979,0.0001947346,0.001086968,0.006730223,0.1428793,0.004600341,0.6089877,0.007497838,0.1878081],"study_design_scores_gemma":[0.0002691606,0.003044515,0.02614115,0.002017917,0.0002434954,0.001985087,0.01543819,0.4658489,0.008726727,0.3067724,0.1692761,0.0002364023],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8232667,0.008875467,0.05019755,0.003842551,0.0001414486,0.0004247423,0.0004232831,0.0002964134,0.1125319],"genre_scores_gemma":[0.985584,0.003372788,0.007353538,0.00009276742,0.00003402717,0.00007623994,0.00027097,0.00006745331,0.003148151],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006242582,"threshold_uncertainty_score":0.03301436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02093954741060293,"score_gpt":0.2922800625226392,"score_spread":0.2713405151120363,"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."}}