{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009354151,0.0002436101,0.0002845169,0.0006466687,0.000808064,0.0002976081,0.003968323,0.00008249779,0.000001038939],"category_scores_gemma":[0.00001611284,0.000226855,0.00005056636,0.004465201,0.0005288566,0.0003398134,0.001268228,0.0003651599,0.00004434866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001119649,"about_ca_system_score_gemma":0.0003779033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009965689,"about_ca_topic_score_gemma":0.000008443504,"domain_scores_codex":[0.9972998,0.00005251688,0.00035323,0.001309643,0.000511771,0.0004730228],"domain_scores_gemma":[0.997624,0.000153585,0.0001210068,0.001567951,0.0004096307,0.0001238374],"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":[0.000003954086,0.001086298,0.0003698443,0.00001158125,0.0000154215,0.000001949653,0.00427608,0.001175398,0.00006041743,0.9716336,0.0003854171,0.02098007],"study_design_scores_gemma":[0.0003191769,0.0001683064,0.0008245351,0.00001623212,0.000005254049,0.000004929843,0.0001474953,0.7375016,0.001311181,0.2588286,0.0006591709,0.0002134905],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06137698,0.00009829405,0.931503,0.00145655,0.0001950157,0.001635703,0.000002042792,0.000700711,0.003031731],"genre_scores_gemma":[0.9534504,0.000003254897,0.04471653,0.0007437092,0.00004455115,0.001010841,4.885624e-7,0.000003956394,0.00002630419],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8920734,"threshold_uncertainty_score":0.9250877,"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."}}