{"id":"W4377108017","doi":"10.3390/info14050295","title":"Blockchain and Machine Learning: A Critical Review on Security","year":2023,"lang":"en","type":"review","venue":"Information","topic":"Blockchain Technology Applications and Security","field":"Computer Science","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Canada West","funders":"","keywords":"Blockchain; Cryptocurrency; Computer science; Computer security; Mathematical proof","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":[0.00261114,0.0009125086,0.001411194,0.003599544,0.0005139246,0.001709449,0.0009803169,0.002096947,0.003950229],"category_scores_gemma":[0.005712864,0.0004575047,0.0007501388,0.004563486,0.001271732,0.003560286,0.0008736079,0.002530259,0.001598433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001663246,"about_ca_system_score_gemma":0.003227265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001770296,"about_ca_topic_score_gemma":0.002157754,"domain_scores_codex":[0.9989939,0.0003037709,0.0001404163,0.0001211837,0.0003705834,0.00007008317],"domain_scores_gemma":[0.9941671,0.004565729,0.0002981197,0.0001249156,0.0007384112,0.0001057867],"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":[0.00007400555,0.00007813601,0.0002660264,0.03226562,0.0001554695,0.0001787981,0.0001776526,0.001639572,0.000424345,0.04735923,0.05460313,0.8627779],"study_design_scores_gemma":[0.00001285285,0.0000856867,0.0004308797,0.0162053,0.0001106527,0.0004158536,0.00009548318,0.0003391972,0.0003074112,0.01599759,0.9659684,0.00003072663],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006152027,0.9977798,0.0002588117,0.0008073734,0.000210514,0.000004064026,0.000008170488,0.000004258608,0.0008654656],"genre_scores_gemma":[0.000922731,0.9979825,0.0002236742,0.0003306076,0.0002499213,0.000006607117,0.00001468919,0.000002347316,0.0002668168],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003950229,"threshold_uncertainty_score":0.0138092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04578074685288398,"score_gpt":0.3198991505148965,"score_spread":0.2741184036620125,"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."}}