{"id":"W2167384224","doi":"10.1109/hicss.2006.195","title":"Genres of Spam: Expectations and Deceptions","year":2006,"lang":"en","type":"article","venue":"","topic":"Spam and Phishing Detection","field":"Computer Science","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Computer science; Internet privacy; Spamming; Computer security; World Wide Web; The Internet","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00002580592,0.00002387722,0.00002921266,0.00004516341,0.00004835074,0.00002960199,0.00007179214,0.00001291308,0.00001434552],"category_scores_gemma":[0.000005809532,0.00002130458,0.00001165359,0.0001235108,0.00001576399,0.0001485617,0.00002181256,0.000015295,0.000008473608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003264118,"about_ca_system_score_gemma":0.000006163276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002731589,"about_ca_topic_score_gemma":0.0001329687,"domain_scores_codex":[0.9997649,0.000008106586,0.00006076983,0.00007332322,0.00005061731,0.00004234948],"domain_scores_gemma":[0.9998223,0.00002833173,0.00001748974,0.00009714976,0.00002243343,0.00001224937],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000001943147,0.00008862474,0.01194951,0.000008772941,0.000008722152,0.000001192995,0.001437952,0.000186405,0.02632709,0.9180717,0.007895453,0.03402261],"study_design_scores_gemma":[0.0009762318,0.0003140734,0.5635387,0.00002645596,0.00002463938,0.00007358057,0.001351378,0.12468,0.1488711,0.1531187,0.006440053,0.0005851495],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3679473,0.00008583733,0.6216747,0.0002686917,0.00008320133,0.00002709221,4.255116e-7,0.00007010201,0.009842563],"genre_scores_gemma":[0.9631391,0.000001771392,0.03647922,0.00001541914,0.00002447028,0.00000241267,4.743044e-7,0.000001059924,0.0003360828],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7649531,"threshold_uncertainty_score":0.08687757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006146805311599089,"score_gpt":0.2044084871437384,"score_spread":0.1982616818321393,"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."}}