{"id":"W4386050273","doi":"10.36227/techrxiv.23981331.v1","title":"Diving Into Zero-Touch Network Security: Use-Case Driven Analysis","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Internet Traffic Analysis and Secure E-voting","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Zero (linguistics); Computer science; Computer security; Philosophy","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":[0.006217794,0.0004680857,0.0003472664,0.002308902,0.000736651,0.001970044,0.001189541,0.00115384,0.003257615],"category_scores_gemma":[0.0201258,0.0002705952,0.0007380389,0.001788214,0.001268381,0.002189819,0.001096561,0.001525637,0.0003845253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002526312,"about_ca_system_score_gemma":0.001154546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00907113,"about_ca_topic_score_gemma":0.01097811,"domain_scores_codex":[0.9956849,0.002469457,0.0001736573,0.0002636371,0.001060838,0.0003474953],"domain_scores_gemma":[0.9669722,0.02691622,0.001295897,0.001899412,0.002647301,0.0002688566],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0007856631,0.002502446,0.1540304,0.001129411,0.0004760057,0.002898263,0.003295553,0.4808981,0.005109315,0.2032823,0.01368168,0.1319108],"study_design_scores_gemma":[0.00005348815,0.0003117433,0.01390073,0.0001548318,0.00008305575,0.0004469888,0.002281283,0.9270101,0.003993842,0.04153694,0.0101778,0.00004920266],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8410661,0.0009848395,0.1229978,0.00195725,0.00006050326,0.001405928,0.002984905,0.0002497901,0.02829291],"genre_scores_gemma":[0.9428925,0.000522407,0.05143908,0.0001402052,0.00002315753,0.0004824375,0.001214647,0.00005429943,0.00323137],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00907113,"threshold_uncertainty_score":0.03288323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03070866813714189,"score_gpt":0.2681044060047654,"score_spread":0.2373957378676235,"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."}}