{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007588779,0.000258385,0.0007110854,0.0003135048,0.0001936116,0.0001041158,0.0006406996,0.0003330997,0.000007671772],"category_scores_gemma":[0.0005775961,0.0002128687,0.0001333026,0.0007855351,0.00007324728,0.0002219826,0.0003646347,0.0008378502,0.000655225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004721247,"about_ca_system_score_gemma":0.0000711738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008112235,"about_ca_topic_score_gemma":0.000001845459,"domain_scores_codex":[0.9985437,0.0001205261,0.0006356756,0.0002530017,0.0002258266,0.0002213095],"domain_scores_gemma":[0.9986281,0.0003485015,0.0002724387,0.0005957897,0.00007874861,0.00007638397],"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":[1.628933e-7,0.00001008826,9.057501e-8,0.01931417,0.00001090022,0.00000135484,0.00007103614,2.361853e-7,9.377981e-10,0.162953,0.0009916495,0.8166474],"study_design_scores_gemma":[0.00004100157,0.00004501726,2.606847e-7,0.01126822,0.00005604312,0.00005731283,0.00000246757,0.005788953,1.410379e-7,0.004758745,0.9777794,0.0002023966],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[2.387085e-7,0.9892243,0.00717889,0.001341485,0.00009106527,0.0006969012,0.00002381948,0.0007011952,0.0007421128],"genre_scores_gemma":[0.00001102732,0.998564,0.0005105255,0.0004739023,0.00002385093,0.0003002302,0.00007867596,0.000009805078,0.00002797671],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9767878,"threshold_uncertainty_score":0.8680533,"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."}}