{"id":"W2767065145","doi":"10.1109/scam.2017.20","title":"Detecting Security Vulnerabilities in Object-Oriented PHP Programs","year":2017,"lang":"en","type":"article","venue":"","topic":"Web Application Security Vulnerabilities","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Secure coding; Correctness; Security bug; Computer security; Application security; Object (grammar); Security testing; Web application security; Static analysis; Software security assurance; Web application; Software engineering; Information security; Security service; World Wide Web; Programming language; Security information and event management; Cloud computing security; The Internet; Web development; Artificial intelligence; Operating system; Cloud computing","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":[0.001096855,0.0002027456,0.0002521578,0.0001239026,0.0006529084,0.0008602184,0.001835774,0.0001006491,0.00003744217],"category_scores_gemma":[0.0005557093,0.000192733,0.00008009245,0.0002162139,0.0002486423,0.00140046,0.0007590173,0.0003521481,0.00006376931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001146097,"about_ca_system_score_gemma":0.00009133071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001695233,"about_ca_topic_score_gemma":0.001876031,"domain_scores_codex":[0.9979216,0.0001379971,0.0004068524,0.0006752243,0.0003723087,0.0004860079],"domain_scores_gemma":[0.99718,0.0001526981,0.0001930227,0.002201769,0.0001586288,0.0001139135],"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":[0.00001391243,0.0004157877,0.07275821,0.0001001095,0.00001284803,0.00001306143,0.01933981,0.00002528188,0.0004462932,0.8125106,0.0001922723,0.09417184],"study_design_scores_gemma":[0.004247716,0.0006639484,0.07097164,0.0002396763,0.00001441072,0.00008586989,0.0105224,0.2171857,0.06203098,0.5706331,0.06061579,0.002788841],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9158851,0.00005547844,0.04282935,0.001859846,0.0003761066,0.0006883446,0.000001635183,0.0006625191,0.03764163],"genre_scores_gemma":[0.9852821,0.000003546399,0.01384119,0.0001032268,0.00007712277,0.0002245594,0.000001543685,0.00001155909,0.0004552185],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2418775,"threshold_uncertainty_score":0.8295106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02244710674297669,"score_gpt":0.2822413282408298,"score_spread":0.2597942214978531,"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."}}