{"id":"W2946812972","doi":"10.1007/978-3-030-18305-9_30","title":"Towards Causal Analysis of Protocol Violations","year":2019,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Formal Methods in Verification","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Computer science; Protocol (science); Formal methods; Theoretical computer science; Pi calculus; Formal description; Distributed computing; Software engineering; Programming language","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":[0.001497868,0.0003758806,0.000706544,0.002243684,0.0001148925,0.0002158717,0.003368745,0.0003030797,0.00004643359],"category_scores_gemma":[0.0001747018,0.0003403845,0.0002430651,0.002618763,0.0004940924,0.0006642772,0.00100774,0.0005288976,0.00002629943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002704117,"about_ca_system_score_gemma":0.0009570919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003596468,"about_ca_topic_score_gemma":0.00004286745,"domain_scores_codex":[0.996458,0.00006691561,0.0007733933,0.00118283,0.00110712,0.0004117314],"domain_scores_gemma":[0.9964136,0.0002788498,0.0006375997,0.002117365,0.0004514469,0.0001011191],"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":[0.000008813366,0.00004252381,0.0003132154,0.00008072974,0.0001158461,0.00000638182,0.0006811315,0.1001801,0.0002359818,0.2130877,0.000007184835,0.6852403],"study_design_scores_gemma":[0.000160783,0.0001592772,0.003425542,0.0001281561,0.00006695348,0.000006098435,6.633351e-8,0.9556053,0.002036446,0.03681566,0.001179853,0.0004159204],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00001541059,0.00001409853,0.9804279,0.0000969346,0.0006715718,0.01107892,0.0000102066,0.00008710189,0.007597826],"genre_scores_gemma":[0.009052256,0.000002199415,0.9892819,0.0002222318,0.0001029772,0.001074107,0.000006767325,0.00001918522,0.0002383859],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.8554251,"threshold_uncertainty_score":0.9999048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03322753339818783,"score_gpt":0.3267035043400238,"score_spread":0.2934759709418359,"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."}}