{"id":"W4410953979","doi":"10.55041/ijsrem49319","title":"Machine learning based detection system for Ransomware classification of Bitcoin Transactions","year":2025,"lang":"en","type":"article","venue":"INTERANTIONAL JOURNAL OF SCIENTIFIC RESEARCH IN ENGINEERING AND MANAGEMENT","topic":"Advanced Malware Detection Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ransomware; Computer science; Cryptocurrency; Machine learning; Artificial intelligence; Computer security; Malware","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00148586,0.001068138,0.001066454,0.003063387,0.0006723891,0.001136373,0.001420666,0.0013268,0.001711576],"category_scores_gemma":[0.003122219,0.0002376022,0.0005264854,0.001029657,0.0002644486,0.001392058,0.0008979916,0.001175006,0.001988719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007176091,"about_ca_system_score_gemma":0.0007265302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003253238,"about_ca_topic_score_gemma":0.003436232,"domain_scores_codex":[0.9987752,0.000219272,0.0001325501,0.0003858695,0.0003144324,0.0001726766],"domain_scores_gemma":[0.9976115,0.0003937739,0.0004146285,0.0003005429,0.0010709,0.0002087092],"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":[0.001117225,0.001931654,0.07922118,0.0001874585,0.0002573455,0.0007505651,0.000213567,0.04504523,0.03136633,0.001326993,0.02099389,0.8175886],"study_design_scores_gemma":[0.00001171989,0.0001284463,0.006917031,0.00001941344,0.00002245938,0.0001486627,0.00005197061,0.9809218,0.01011413,0.0004965594,0.001147939,0.00001986398],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6748115,0.001147082,0.2960598,0.0009599798,0.0004325235,0.0005641552,0.001858465,0.01813555,0.006030846],"genre_scores_gemma":[0.9266248,0.0001819066,0.06715618,0.0001881394,0.0001302458,0.0001798712,0.002300394,0.00006130505,0.003177172],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003253238,"threshold_uncertainty_score":0.007858038,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03217272174089768,"score_gpt":0.326211375540039,"score_spread":0.2940386537991413,"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."}}