{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000177383,0.0001753748,0.0001876646,0.0001352539,0.0001726518,0.00005481413,0.003283868,0.0001062222,0.0001169485],"category_scores_gemma":[0.0006949518,0.0001663602,0.00006410783,0.0005100251,0.00007954511,0.00007550955,0.001834105,0.0001948631,0.005033458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004426661,"about_ca_system_score_gemma":0.00003920478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003240381,"about_ca_topic_score_gemma":0.000002597335,"domain_scores_codex":[0.998472,0.00003207587,0.0002015888,0.0004940406,0.0003365894,0.0004636699],"domain_scores_gemma":[0.9975883,0.0001775922,0.00005415893,0.001979235,0.00006741301,0.0001333526],"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":[0.000007682364,0.00006892352,0.002152172,0.000004217252,0.00001646923,0.0003684479,0.0003862881,0.0002606893,0.0006587104,0.008965092,0.9553836,0.0317277],"study_design_scores_gemma":[0.0002556899,0.0001102485,0.006639318,0.00001425962,0.000002378574,0.0001458394,0.00001084933,0.0004033238,0.006778869,0.002844782,0.9824505,0.0003439655],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6845596,0.0004990642,0.1407157,0.1571397,0.001144042,0.0005757154,0.000004001925,0.005104196,0.010258],"genre_scores_gemma":[0.7501003,0.00002407916,0.2437089,0.00289377,0.0001094933,0.00003081782,8.958307e-7,0.00001578652,0.003116008],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1542459,"threshold_uncertainty_score":0.9957412,"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."}}