{"id":"W6920273877","doi":"10.60692/az8p5-x0n86","title":"An OWASP Top Ten Driven Survey on Web Application Protection Methods","year":2021,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Web Application Security Vulnerabilities","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Moncton","funders":"","keywords":"Web application; Variety (cybernetics); Web application security; The Internet; Web service","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":[0.001546129,0.0002034714,0.0002423116,0.0002534348,0.0002413734,0.0006325054,0.0006185222,0.000154799,0.00000829325],"category_scores_gemma":[0.00009294617,0.000189134,0.00006560062,0.0007865473,0.00002727533,0.001766819,0.0001200744,0.0001725374,0.0005981246],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002220329,"about_ca_system_score_gemma":0.0001278581,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003463603,"about_ca_topic_score_gemma":0.000002497159,"domain_scores_codex":[0.9974554,0.0008016495,0.0006553801,0.0004089178,0.0004459131,0.0002327891],"domain_scores_gemma":[0.9971892,0.00003947233,0.0003557187,0.001430825,0.0008561944,0.0001285674],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000207437,0.0001843704,0.4708905,0.00146044,0.0002342787,0.000004187129,0.2185611,0.007182241,0.001235795,0.1634311,0.001177501,0.1354311],"study_design_scores_gemma":[0.00128638,0.0001639896,0.5328997,0.0000676836,0.00001414918,0.00002815973,0.002853473,0.4355425,0.02195654,0.00007234194,0.00442651,0.0006886562],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.119734,0.000001029064,0.8769781,0.0001574023,0.0002489861,0.0006990641,0.00006338774,0.0006129741,0.001505077],"genre_scores_gemma":[0.9711472,7.338703e-8,0.0278674,0.0002516379,0.00007155645,0.0004748027,0.0001139586,0.00001064836,0.00006276123],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8514132,"threshold_uncertainty_score":0.771266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05089132117940997,"score_gpt":0.2841152504573586,"score_spread":0.2332239292779486,"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."}}