{"id":"W2154166086","doi":"","title":"Spam - solutions and their problems","year":2008,"lang":"en","type":"preprint","venue":"University of Canterbury Research Repository (University of Canterbury)","topic":"Spam and Phishing Detection","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Spamming; Communication source; Computer science; Spambot; Computer security; Welfare; Computer network; Internet privacy; Business; Economics; World Wide Web; The Internet","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01289147,0.001316102,0.002069971,0.004837497,0.006183582,0.01026425,0.002433291,0.01088074,0.01615384],"category_scores_gemma":[0.06633576,0.001042804,0.001198377,0.004291522,0.01041645,0.03230002,0.01108699,0.01107864,0.004130105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003175593,"about_ca_system_score_gemma":0.002156957,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001365243,"about_ca_topic_score_gemma":0.000849607,"domain_scores_codex":[0.9881091,0.00563403,0.0005897311,0.00167822,0.003014833,0.0009739912],"domain_scores_gemma":[0.9603824,0.02754146,0.001842726,0.003398384,0.00524588,0.001589053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005571171,0.00006354122,0.001053201,0.0004475105,0.00003610993,0.0001314137,0.0009078215,0.001592151,0.0001158356,0.833666,0.07198131,0.08994949],"study_design_scores_gemma":[0.00002142066,0.000016145,0.0001687643,0.0002277754,0.00001079929,0.000235476,0.0005600433,0.003253452,0.000141855,0.9235616,0.07178438,0.00001836701],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02837697,0.0850813,0.3193542,0.3973476,0.00759156,0.0004330072,0.0009515804,0.00155031,0.1593135],"genre_scores_gemma":[0.5691515,0.05391191,0.2175858,0.04940484,0.02220365,0.001419917,0.00154505,0.001240312,0.08353703],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01615384,"threshold_uncertainty_score":0.06817746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05485386098625509,"score_gpt":0.2288434708120738,"score_spread":0.1739896098258187,"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."}}