{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0008632869,0.0003427372,0.0006912152,0.0009355521,0.001307503,0.00008921929,0.002738449,0.0004780696,0.00001829085],"category_scores_gemma":[0.00003523892,0.000439418,0.0003686246,0.0006436874,0.001629239,0.0007628471,0.004452346,0.001321012,0.000005401667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003899314,"about_ca_system_score_gemma":0.001043066,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01922211,"about_ca_topic_score_gemma":0.0009382971,"domain_scores_codex":[0.9965148,0.0006967668,0.0002669627,0.001008887,0.0008646242,0.0006479333],"domain_scores_gemma":[0.99661,0.0002379651,0.0004584656,0.001338558,0.00100034,0.000354692],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.005385675,0.00530834,0.02745581,0.01603383,0.009013088,0.01239817,0.3503468,0.01602909,0.2122007,0.03109106,0.2234343,0.09130321],"study_design_scores_gemma":[0.01010982,0.006093901,0.03448555,0.01161548,0.0006466683,0.002259582,0.04536431,0.611113,0.01781718,0.009324898,0.2452872,0.005882389],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7459992,0.003107761,0.2252085,0.001827585,0.001467899,0.001380606,0.0001881675,0.0004222357,0.02039804],"genre_scores_gemma":[0.988503,0.003573067,0.002712523,0.000007720235,0.00006776785,2.26242e-7,0.00001269534,0.00001952572,0.005103459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5950839,"threshold_uncertainty_score":0.9999927,"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."}}