{"id":"W4230003573","doi":"10.36227/techrxiv.13265180.v1","title":"An OWASP Top Ten Driven Survey on Web Application Protection Methods","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Web Application Security Vulnerabilities","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Moncton","funders":"","keywords":"Exploit; Computer security; Computer science; Variety (cybernetics); Workflow; Web application; Business; Risk analysis (engineering); World Wide Web; Database","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":[0.001929459,0.0003793165,0.0004312145,0.0002012727,0.00015406,0.0005173351,0.002501902,0.0004129512,0.00002736707],"category_scores_gemma":[0.0002714578,0.0003664167,0.0001203397,0.0005388539,0.00006565372,0.0003091191,0.001146241,0.0009534413,0.0001876245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002188036,"about_ca_system_score_gemma":0.0002882953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001138528,"about_ca_topic_score_gemma":0.0001812534,"domain_scores_codex":[0.9954875,0.001499316,0.0005285197,0.0017176,0.0005081919,0.0002588761],"domain_scores_gemma":[0.9959875,0.0003016966,0.0003428077,0.00269272,0.0004598707,0.0002153607],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00009509589,0.001359626,0.007046125,0.0004582956,0.0001682819,0.000001202646,0.003345974,0.006956425,0.02122016,0.4622509,0.007145087,0.4899529],"study_design_scores_gemma":[0.0003244162,0.0002607729,0.07963156,0.00002318897,0.0000137659,0.000001020884,0.00002659081,0.8324816,0.01537238,0.05758006,0.01339341,0.0008912944],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005353355,0.000009265194,0.9844722,0.003793274,0.000301174,0.002238502,0.00004641032,0.001250782,0.002535011],"genre_scores_gemma":[0.6070835,0.000007179648,0.3897957,0.0007403399,0.0002473593,0.001655739,0.0002863138,0.00003736024,0.0001465387],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8255251,"threshold_uncertainty_score":0.9998788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07719132767553114,"score_gpt":0.3715999394915004,"score_spread":0.2944086118159693,"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."}}