{"id":"W2166683285","doi":"10.11575/prism/30297","title":"Spam Zombies from Outer Space","year":2006,"lang":"en","type":"article","venue":"PRISM (University of Calgary)","topic":"Spam and Phishing Detection","field":"Computer Science","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Zombie; Computer security; Internet privacy; Space (punctuation); Computer science; Malware; World Wide Web","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":[0.001497351,0.0005634546,0.001199166,0.003872127,0.003894026,0.007845902,0.00056716,0.002436267,0.008885571],"category_scores_gemma":[0.01320576,0.0005529016,0.000486493,0.002800265,0.004379959,0.01175043,0.004295344,0.00260645,0.003469142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001335286,"about_ca_system_score_gemma":0.001031651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005139528,"about_ca_topic_score_gemma":0.005404365,"domain_scores_codex":[0.9986772,0.0002712848,0.00005938786,0.0002342811,0.0004476699,0.0003101469],"domain_scores_gemma":[0.9951127,0.001454945,0.0009081867,0.001367413,0.0008150577,0.0003417049],"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":[0.001186584,0.0002548882,0.1206597,0.0005377022,0.0002675065,0.0009854365,0.02608261,0.007009152,0.01967725,0.2251346,0.07411066,0.5240939],"study_design_scores_gemma":[0.00008217783,0.0002898978,0.1176445,0.001235952,0.0002569786,0.002620521,0.02842828,0.04364228,0.02081893,0.2792653,0.5054957,0.0002194381],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.752647,0.007603642,0.07650265,0.0471888,0.0006197886,0.0002302074,0.001322301,0.003216353,0.1106693],"genre_scores_gemma":[0.963542,0.001570854,0.01131024,0.00340526,0.0003714795,0.00005279995,0.0004971194,0.0003558035,0.01889449],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008885571,"threshold_uncertainty_score":0.02972519,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006693404943778691,"score_gpt":0.1632838913146487,"score_spread":0.15659048637087,"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."}}