{"id":"W2964294337","doi":"10.1145/3133956.3134055","title":"POISED","year":2017,"lang":"en","type":"article","venue":"","topic":"Spam and Phishing Detection","field":"Computer Science","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"Engineering and Physical Sciences Research Council; Defense Advanced Research Projects Agency; European Commission; Office of Naval Research; Google; National Science Foundation","keywords":"Computer science; Trustworthiness; Computer security; Spambot; Internet privacy; World Wide Web; Spamming; The Internet","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":[],"consensus_categories":[],"category_scores_codex":[0.00005470952,0.0000172747,0.00001784868,0.000009261013,0.00020105,0.000316609,0.0005180783,0.00001072824,0.00001982679],"category_scores_gemma":[0.00002245861,0.00001393263,0.00001120242,0.00001061522,0.000007219219,0.0003562722,0.00007561513,0.00001866137,0.0001549604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002934208,"about_ca_system_score_gemma":0.000004686862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007688162,"about_ca_topic_score_gemma":0.00001170082,"domain_scores_codex":[0.999818,0.000003182946,0.00002091288,0.00006883157,0.00004415532,0.00004494075],"domain_scores_gemma":[0.9994855,0.000005232259,0.00001731752,0.0004649099,0.00000895718,0.00001807424],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000002015401,0.00001879272,0.005210673,0.000002218703,0.000005680259,0.000008497562,0.0002434187,0.000002512235,0.003948038,0.6158735,0.01290293,0.3617817],"study_design_scores_gemma":[0.0007800458,0.0001259738,0.5769309,0.00001103834,0.000003066726,0.00002519282,0.000008210264,0.06487472,0.0728537,0.1452118,0.1388013,0.0003741376],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0316723,0.00000599572,0.697899,0.003243241,0.0009572944,0.00002448323,4.51952e-8,0.0001949149,0.2660027],"genre_scores_gemma":[0.988445,6.301562e-7,0.009198782,0.0001680572,0.00004429224,6.886852e-7,2.340819e-8,7.435196e-7,0.002141763],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9567727,"threshold_uncertainty_score":0.3053068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0205595429437866,"score_gpt":0.2554992704245957,"score_spread":0.2349397274808092,"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."}}