{"id":"W4253830652","doi":"10.1145/1597849.1384311","title":"Spamulator","year":2008,"lang":"en","type":"article","venue":"ACM SIGCSE Bulletin","topic":"Peer-to-Peer Network Technologies","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science; Implementation; The Internet; Class (philosophy); Software; World Wide Web; Resource (disambiguation); Multimedia; Software engineering; Operating system; Computer network","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":[0.00145659,0.001014148,0.0007367374,0.0009982859,0.0007537223,0.001463939,0.002800277,0.001325732,0.02210977],"category_scores_gemma":[0.004769227,0.0006793384,0.000687288,0.0005780617,0.000565284,0.002452089,0.001868917,0.001816484,0.01161331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009023268,"about_ca_system_score_gemma":0.00151022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002438705,"about_ca_topic_score_gemma":0.002268043,"domain_scores_codex":[0.9991026,0.0002292917,0.00007496288,0.000124543,0.0003326085,0.0001360723],"domain_scores_gemma":[0.9980903,0.0005188949,0.0001186667,0.0004417975,0.0006151821,0.0002151646],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00238949,0.001447957,0.01722413,0.001483716,0.0003573034,0.0007513114,0.0008112558,0.1519377,0.0334581,0.08274031,0.3971979,0.3102008],"study_design_scores_gemma":[0.0005369645,0.0005967504,0.002106249,0.00009421638,0.0001421005,0.0004080231,0.00009473481,0.4637195,0.04215465,0.01244201,0.4776003,0.0001044488],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0777728,0.001219777,0.5121061,0.001393098,0.001118595,0.002412435,0.00804361,0.2762111,0.1197225],"genre_scores_gemma":[0.4278009,0.001575428,0.4218469,0.002729648,0.0002744493,0.003176276,0.02918837,0.02260214,0.09080592],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02210977,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02646624043827901,"score_gpt":0.2304140646925433,"score_spread":0.2039478242542643,"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."}}