{"id":"W2502054541","doi":"10.4018/978-1-60566-060-8.ch160","title":"Software Security Engineering","year":2009,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Software security assurance; Social software engineering; Software Engineering Process Group; Security engineering; Software development; Software engineering; Computer science; Software requirements; Software system; Software construction; Software development process; Engineering; Computer security; Software; Systems engineering; Information security; Security service; Operating system","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001555743,0.0004788773,0.0003886984,0.00008900947,0.00006177009,0.0002484027,0.001252759,0.0004590979,0.0000127076],"category_scores_gemma":[0.00007310596,0.0005163464,0.0002124664,0.00003333877,0.00001790656,0.0002018211,0.00034721,0.0005338306,0.00009387273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001935403,"about_ca_system_score_gemma":0.0001029649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001804797,"about_ca_topic_score_gemma":0.000003302,"domain_scores_codex":[0.9983336,0.00000783634,0.000300606,0.0005868149,0.0003958249,0.0003752731],"domain_scores_gemma":[0.9984606,0.0001017869,0.0001651933,0.001011561,0.00008287583,0.0001779786],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000002148995,0.00000383733,0.000001737127,0.00002942238,0.00003146156,0.0001252237,0.0000246801,0.00004445331,0.000001230399,0.9601247,0.002954314,0.03665684],"study_design_scores_gemma":[0.00009360701,0.0001013364,0.00001588028,0.0002205948,0.00002758159,0.0001549431,1.863064e-7,0.0008632197,0.00005066238,0.566732,0.4310543,0.0006856266],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.000004146912,0.0007219705,0.3684727,0.00007744901,0.0006087475,0.0002040399,0.00002646369,0.003445291,0.6264392],"genre_scores_gemma":[0.03043077,0.00007879076,0.8940956,0.001821034,0.00147872,0.00005051244,0.0000114539,0.000206008,0.07182711],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.554612,"threshold_uncertainty_score":0.9997288,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01172179177539684,"score_gpt":0.2314700761435715,"score_spread":0.2197482843681747,"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."}}