{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001216551,0.001085638,0.0007612167,0.0008891941,0.0006726886,0.001216522,0.00216674,0.001416988,0.01591023],"category_scores_gemma":[0.004329376,0.0005485307,0.0006254903,0.0005221668,0.0005146848,0.001916445,0.001235025,0.001700636,0.007756175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007920107,"about_ca_system_score_gemma":0.00122781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002451126,"about_ca_topic_score_gemma":0.002082686,"domain_scores_codex":[0.9992288,0.0002229601,0.00005502158,0.0001013019,0.0002691557,0.0001226136],"domain_scores_gemma":[0.9983073,0.0005191378,0.00009753014,0.0003681288,0.0005386563,0.0001691818],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002269121,0.001309578,0.01631102,0.001410301,0.0004835675,0.0006728742,0.0005473356,0.3316811,0.03364637,0.07361055,0.3249526,0.2131055],"study_design_scores_gemma":[0.0004901047,0.0003982405,0.001520213,0.00008152411,0.0001321426,0.0003393961,0.00006354974,0.6871832,0.03968649,0.01180353,0.258213,0.00008866677],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.1279979,0.001962574,0.499933,0.001894383,0.001436844,0.002067483,0.01158964,0.2364493,0.1166688],"genre_scores_gemma":[0.5883423,0.001890434,0.2972071,0.00278042,0.0002404715,0.002081049,0.02626232,0.01595829,0.06523741],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.01591023,"threshold_uncertainty_score":0,"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."}}