{"id":"W4409883963","doi":"10.1145/3706598.3714143","title":"Precision Email Simulator for Research on Safety-Critical Phishing Behaviour","year":2025,"lang":"en","type":"article","venue":"","topic":"Spam and Phishing Detection","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Phishing; Computer science; Human–computer interaction; Simulation; Computer security; World Wide Web; The Internet","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001846827,0.00008944047,0.0001141546,0.0002864502,0.000499821,0.0004024036,0.0006763366,0.0001100446,0.00002551245],"category_scores_gemma":[0.001340417,0.00007850848,0.00007194348,0.0006165581,0.00003986161,0.0003997022,0.0002317913,0.0002881586,0.00005304585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001178448,"about_ca_system_score_gemma":0.00008183908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005874638,"about_ca_topic_score_gemma":0.00002228602,"domain_scores_codex":[0.9984194,0.0001326296,0.0002045242,0.0004645717,0.0004290269,0.0003498438],"domain_scores_gemma":[0.996398,0.002711852,0.00001410867,0.0005241582,0.0002693784,0.00008245404],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000149534,0.0001842575,0.0004274705,0.00003327906,0.000009132538,0.000004454476,0.0002263073,0.000557159,0.0007939169,0.7965748,0.02058043,0.1804593],"study_design_scores_gemma":[0.00195449,0.001591946,0.01072966,0.0004807708,0.00002187696,0.000006696808,0.0001812077,0.5675017,0.04433463,0.2378387,0.1347694,0.0005888969],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01836508,0.00005396032,0.9581529,0.007040752,0.001519251,0.0003877716,0.000002714855,0.0002539052,0.01422364],"genre_scores_gemma":[0.9765038,0.000004117261,0.02025225,0.0004573367,0.0001275559,0.00003449773,0.00000133041,0.000007118326,0.002612026],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9581387,"threshold_uncertainty_score":0.3880387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09677519181169751,"score_gpt":0.4434463605027908,"score_spread":0.3466711686910933,"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."}}