{"id":"W7143392692","doi":"10.1109/decon67170.2025.11447738","title":"Adaptive Online Learning for Real-Time Spam Filtering in the Music Industry","year":2025,"lang":"","type":"article","venue":"","topic":"Spam and Phishing Detection","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus","funders":"","keywords":"The Internet; Key (lock); Online learning; Focus (optics); Feature (linguistics)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001672781,0.0007606844,0.0007121959,0.0008487967,0.0005709972,0.0009608778,0.001395529,0.001135571,0.00181895],"category_scores_gemma":[0.004350177,0.0003251611,0.0003836171,0.0005279651,0.0007684247,0.002059675,0.0009553054,0.001153664,0.001032147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001032694,"about_ca_system_score_gemma":0.0009870558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006450886,"about_ca_topic_score_gemma":0.007721774,"domain_scores_codex":[0.9994227,0.0001491873,0.00002738791,0.0001603629,0.0001388183,0.0001015612],"domain_scores_gemma":[0.998855,0.0004344218,0.0001541096,0.0002089167,0.0002707861,0.00007679373],"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":[0.0007509249,0.0007480818,0.01083593,0.0001233536,0.0001217992,0.0003051088,0.0003661571,0.2851108,0.02421996,0.003922378,0.007753565,0.6657419],"study_design_scores_gemma":[0.000009723646,0.00004477222,0.0006278225,0.000003722213,0.000007282799,0.00002496318,0.00002294588,0.9924744,0.004320819,0.001766312,0.0006900992,0.00000701317],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1778855,0.0006290306,0.8011416,0.0009536858,0.0001373309,0.0001216846,0.0001259862,0.01602291,0.002982414],"genre_scores_gemma":[0.8889918,0.000142263,0.1068427,0.0003186375,0.00007658684,0.00006403997,0.0001667297,0.0001748347,0.003222279],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006450886,"threshold_uncertainty_score":0.01282668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0411423490709373,"score_gpt":0.2789571471334683,"score_spread":0.2378147980625309,"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."}}