{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0020667,0.0007175954,0.0003255382,0.002487997,0.0004942071,0.0009824482,0.0006966697,0.0007936652,0.0009333756],"category_scores_gemma":[0.01265074,0.0005410193,0.0004467623,0.001073103,0.0008587202,0.002183675,0.001519484,0.0008086224,0.0002517829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005142696,"about_ca_system_score_gemma":0.0008143185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001736636,"about_ca_topic_score_gemma":0.001890878,"domain_scores_codex":[0.9979752,0.0003526006,0.0001536847,0.0003728966,0.000935082,0.0002105337],"domain_scores_gemma":[0.9863544,0.009407869,0.002142445,0.001022316,0.0008993838,0.0001735105],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001560936,0.0006071803,0.378378,0.0012628,0.0003591026,0.004497123,0.005983283,0.02257737,0.191612,0.01104904,0.00825342,0.3738598],"study_design_scores_gemma":[0.0002123097,0.001009156,0.1423286,0.0003416369,0.000428458,0.005624512,0.001736757,0.418571,0.3884988,0.01898965,0.0220681,0.0001910898],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8155592,0.000454271,0.1573901,0.0004397851,0.00003505375,0.0002436054,0.0007675026,0.02206122,0.003049308],"genre_scores_gemma":[0.9110084,0.0002011848,0.08668808,0.0001416403,0.00001479856,0.00006407995,0.0005772027,0.0005415035,0.0007631682],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002487997,"threshold_uncertainty_score":0.01092988,"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."}}