{"id":"W4407924968","doi":"10.18280/ijsse.150102","title":"A Blockchain-Based Malware Detection Model for IoT Devices","year":2025,"lang":"en","type":"article","venue":"International Journal of Safety and Security Engineering","topic":"Advanced Malware Detection Techniques","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Telecommunication Regulatory Authority","keywords":"Blockchain; Malware; Computer security; Computer science; Internet of Things","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002258178,0.00008584994,0.0001191751,0.0003154707,0.00004734916,0.0000534994,0.0003563038,0.00005100097,7.408376e-7],"category_scores_gemma":[0.0001092493,0.00008729196,0.00007646657,0.0001148754,0.00001014515,0.0001107081,0.00005765781,0.0001478158,9.383481e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009591466,"about_ca_system_score_gemma":0.00005812082,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002437148,"about_ca_topic_score_gemma":0.000008030221,"domain_scores_codex":[0.9993365,0.000007372606,0.0002841879,0.0001119889,0.0001677874,0.00009210918],"domain_scores_gemma":[0.99926,0.0001238588,0.0001257156,0.00007590141,0.0003764927,0.00003801358],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002189844,0.00004713027,0.00003975137,0.00008829764,0.0001188525,0.0000134952,0.0004375376,0.8917963,0.005322015,0.03176514,0.00002396197,0.07012857],"study_design_scores_gemma":[0.0003920913,0.00003900318,0.000103899,0.0001105577,0.000006200036,0.00003163905,0.000008915073,0.972079,0.01738764,0.006826367,0.002939534,0.00007513668],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008897251,0.0001772262,0.988959,0.001304223,0.0004788354,0.00007318625,0.000005995474,0.00008448235,0.0000197931],"genre_scores_gemma":[0.8902758,0.00001878321,0.1094182,0.0002024919,0.00006130241,0.000005069249,3.321116e-7,0.00000442392,0.00001360303],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8813785,"threshold_uncertainty_score":0.3559663,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005607386261565776,"score_gpt":0.2459562747230529,"score_spread":0.2403488884614871,"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."}}