{"id":"W4405937840","doi":"10.23919/cnsm62983.2024.10814343","title":"IoT Device and State Identification based on Usage Patterns","year":2024,"lang":"en","type":"article","venue":"","topic":"Advanced Malware Detection Techniques","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Solana Networks (Canada); Dalhousie University","funders":"Mitacs","keywords":"Identification (biology); Computer science; State (computer science); Internet of Things; Computer security; Programming language","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004092549,0.0005850226,0.0003618549,0.002965041,0.0002673953,0.0009488093,0.0002960545,0.0003832401,0.001169704],"category_scores_gemma":[0.003551989,0.0001297525,0.0003108594,0.001352229,0.0002443805,0.001494344,0.000419321,0.0004249095,0.0006354715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002551662,"about_ca_system_score_gemma":0.0002552728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001091961,"about_ca_topic_score_gemma":0.001943254,"domain_scores_codex":[0.9995306,0.00006807617,0.00005147438,0.0001104705,0.0001816916,0.00005773132],"domain_scores_gemma":[0.9981393,0.0008059157,0.0004071865,0.0002026904,0.0003750206,0.0000698538],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0006103463,0.0006362405,0.429741,0.0003526447,0.0001552379,0.0006424689,0.0006421987,0.03379187,0.03682968,0.004138677,0.003566031,0.4888936],"study_design_scores_gemma":[0.00001113182,0.0003002766,0.2252423,0.0001231897,0.00008762689,0.002051589,0.0007283706,0.7256473,0.03465882,0.006155293,0.004928439,0.00006561249],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8583418,0.0004028871,0.1292404,0.0002313896,0.00007464958,0.0001932101,0.001883601,0.001869927,0.00776215],"genre_scores_gemma":[0.9805361,0.0001314493,0.01738128,0.00002983185,0.00001541428,0.00005803735,0.0008189853,0.00003443154,0.0009943405],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002965041,"threshold_uncertainty_score":0.003913045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01290634134121387,"score_gpt":0.2787499241469707,"score_spread":0.2658435828057568,"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."}}