{"id":"W2765111549","doi":"10.1016/b978-0-12-411474-6.00020-7","title":"CSRF and Big Data","year":2013,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Web Application Security Vulnerabilities","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Big data; Computer science; Data mining","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":[0.0003476437,0.0003493363,0.0003917723,0.0001282419,0.0001203865,0.0003528945,0.002568741,0.0002454954,0.0001054152],"category_scores_gemma":[0.00002225108,0.0003313501,0.00005434689,0.00001391971,0.0002329036,0.0002271572,0.002658162,0.000415439,0.0007130706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003411382,"about_ca_system_score_gemma":0.0001354474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002126314,"about_ca_topic_score_gemma":0.00001680562,"domain_scores_codex":[0.9979224,0.00002871501,0.0003883673,0.00103519,0.0003749166,0.0002504142],"domain_scores_gemma":[0.9955155,0.0001441932,0.0002041865,0.003860668,0.0001121323,0.0001633253],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[3.19883e-7,0.000002112718,5.90517e-7,0.00003264933,0.00001742724,0.000002084762,0.0001654753,1.647438e-8,0.000004004122,0.2090624,0.001685,0.7890279],"study_design_scores_gemma":[0.00008460211,0.00001452239,0.000008766038,0.00005967884,0.00001425328,0.00001853004,0.000002707191,0.0001924183,0.00001343369,0.1242046,0.8750687,0.0003178062],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000009070428,0.001239841,0.001288903,0.0005123721,0.0003718837,0.0005556302,0.00006864437,0.0001994007,0.9957542],"genre_scores_gemma":[0.0003463172,0.0001164643,0.007305793,0.0007349553,0.0004820084,0.00005511317,0.00004318278,0.00004418302,0.990872],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8733836,"threshold_uncertainty_score":0.9999139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05538916808635804,"score_gpt":0.2533808797415719,"score_spread":0.1979917116552138,"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."}}