{"id":"W4399530419","doi":"10.1109/csnt60213.2024.10546126","title":"Blockchain and Machine Learning for Predictive Policing and Crime Pattern Analysis","year":2024,"lang":"en","type":"article","venue":"","topic":"Cybercrime and Law Enforcement Studies","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Blockchain; Computer science; Crime analysis; Artificial intelligence; Predictive analytics; Machine learning; Computer security; Criminology; Psychology","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":[0.0001677673,0.00008773689,0.000134301,0.000153876,0.0001650112,0.0001523959,0.00007500692,0.00001798815,0.000009863435],"category_scores_gemma":[0.00001269262,0.00006719922,0.00004705633,0.0002558288,0.00002357745,0.00008954527,0.0002041884,0.00006118563,0.000001342959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001022034,"about_ca_system_score_gemma":0.000005818777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002132034,"about_ca_topic_score_gemma":0.0003217215,"domain_scores_codex":[0.9993832,0.00001549744,0.0001055673,0.0002690588,0.00007855742,0.0001481347],"domain_scores_gemma":[0.9996912,0.0001475972,0.00001253684,0.00008868895,0.00001926451,0.00004068139],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000247202,0.00005847573,0.1188541,0.0004238684,0.005768331,0.00002755203,0.03340885,0.003831734,0.0007995416,0.2110893,0.00214221,0.6235713],"study_design_scores_gemma":[0.0001264703,0.0001070205,0.01247342,0.00001481259,0.0001985303,0.000002990732,0.0001143592,0.9837572,0.0003338098,0.0004118659,0.002356282,0.0001032232],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04208589,0.001165045,0.9536381,0.0007119508,0.0000452404,0.000110693,0.000003775418,0.0001706932,0.002068602],"genre_scores_gemma":[0.9971971,0.00005731469,0.0008968239,0.0002250968,0.00003957931,0.0000127802,0.00000295706,0.000004515228,0.001563821],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9799255,"threshold_uncertainty_score":0.3223011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.017255196269923,"score_gpt":0.263293051917125,"score_spread":0.246037855647202,"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."}}