{"id":"W4256394779","doi":"10.1145/1047344.1047404","title":"Viruses 101","year":2005,"lang":"en","type":"article","venue":"","topic":"Advanced Malware Detection Techniques","field":"Computer Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer virus; Course (navigation); Computer science; Malware; Information security; Objectivity (philosophy); Value (mathematics); Engineering ethics; Computer security; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004483683,0.00004420625,0.00003879941,0.00004657414,0.00003594593,0.00003418132,0.0003215419,0.0000186101,0.00008701648],"category_scores_gemma":[0.00001394294,0.00003854712,0.00001882862,0.0001379994,0.0000104938,0.0005612216,0.0000992437,0.00003977719,0.0003172019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002089448,"about_ca_system_score_gemma":0.000007761352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000482513,"about_ca_topic_score_gemma":0.000009730806,"domain_scores_codex":[0.9996092,0.000006907393,0.00007054795,0.0001374143,0.00007901584,0.0000969665],"domain_scores_gemma":[0.9996288,0.00001807877,0.00001747747,0.0002802575,0.00002475684,0.00003067014],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[9.30857e-7,0.000023954,0.00005062263,0.000001055166,0.000002087736,0.000002120084,0.00005220157,0.00005640766,0.00590863,0.1911929,0.007721012,0.7949881],"study_design_scores_gemma":[0.00004299603,0.00002459567,0.00009329753,0.000001216691,2.841086e-7,0.00001094702,0.000001992433,0.00372537,0.5016583,0.008410342,0.4859501,0.00008053643],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0005743978,0.0000203375,0.9671103,0.0006174804,0.00005150382,0.00003756629,9.324183e-8,0.001670997,0.02991733],"genre_scores_gemma":[0.2762002,0.00000500211,0.7197582,0.002337249,0.00005054342,0.00000899,3.442945e-8,0.00000317449,0.001636624],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7949076,"threshold_uncertainty_score":0.4077094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0182345147753971,"score_gpt":0.2832275024332613,"score_spread":0.2649929876578642,"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."}}