{"id":"W2034620320","doi":"10.1145/1384271.1384311","title":"Spamulator","year":2008,"lang":"en","type":"article","venue":"","topic":"Peer-to-Peer Network Technologies","field":"Computer Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00005317493,0.00006492711,0.0000720054,0.00007757163,0.00006949617,0.00002480339,0.001032295,0.00003812629,0.00001788027],"category_scores_gemma":[0.00003248932,0.00005439158,0.00002325991,0.0004381011,0.00002811175,0.000166613,0.0004516536,0.0000591487,0.0008347114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001779048,"about_ca_system_score_gemma":0.00002133053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001318878,"about_ca_topic_score_gemma":0.000005000926,"domain_scores_codex":[0.999332,0.000005814865,0.00007857442,0.0002159347,0.0001588916,0.0002088482],"domain_scores_gemma":[0.9992682,0.00002328096,0.00001237937,0.0006081083,0.0000288636,0.00005919333],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002138363,0.00006108919,0.009147574,0.000002331827,0.00001416601,0.0002223978,0.0004361497,0.0005910779,0.001209035,0.4190927,0.4748298,0.09439164],"study_design_scores_gemma":[0.0005846617,0.0003303919,0.09404495,0.00001647276,0.000003046221,0.0005365501,0.00003212399,0.0704865,0.05399664,0.03043646,0.7484514,0.001080773],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1374597,0.00004131968,0.8269367,0.006840743,0.0002593577,0.00008587991,2.009484e-7,0.00238818,0.02598789],"genre_scores_gemma":[0.7265799,0.000003529097,0.2693,0.0009454506,0.00002507396,0.000004861787,9.177671e-8,0.000002922326,0.003138208],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5891202,"threshold_uncertainty_score":0.9999433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02474021068176521,"score_gpt":0.222284676346524,"score_spread":0.1975444656647588,"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."}}