{"id":"W4318541571","doi":"10.1145/3575693.3575695","title":"Compiling Distributed System Models with PGo","year":2023,"lang":"en","type":"article","venue":"","topic":"Distributed systems and fault tolerance","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Amazon Web Services","keywords":"Computer science; Key (lock); Bridge (graph theory); Domain (mathematical analysis); Distributed computing; Software engineering; Formal verification; Systems design; Systems engineering; Theoretical computer science; Computer security; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001386081,0.0009723336,0.0006899645,0.0006829847,0.0006320423,0.002261935,0.001193237,0.000808807,0.007548359],"category_scores_gemma":[0.007234099,0.001169044,0.001348541,0.0006701503,0.001108919,0.003119378,0.003173286,0.00198155,0.003711154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006893316,"about_ca_system_score_gemma":0.001438886,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001771985,"about_ca_topic_score_gemma":0.002543197,"domain_scores_codex":[0.9989039,0.0003049122,0.0001137907,0.0002251262,0.0003464293,0.0001058054],"domain_scores_gemma":[0.9977005,0.0008141537,0.0001505815,0.001105401,0.0001818436,0.00004753817],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002123809,0.0001503151,0.003482701,0.0009892706,0.0001387375,0.0009662459,0.001267509,0.3798872,0.006385515,0.2994632,0.02561205,0.2814448],"study_design_scores_gemma":[0.00007843099,0.00006108933,0.0002755831,0.0002206583,0.00007177361,0.0003094412,0.0001539948,0.5691065,0.010298,0.2899251,0.1294585,0.00004109746],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003382604,0.00008985123,0.9770465,0.0002187761,0.000118565,0.0001316117,0.000356762,0.01181214,0.006843101],"genre_scores_gemma":[0.1447739,0.000533171,0.8364398,0.0003067596,0.0001084927,0.0006045296,0.002202717,0.006781399,0.008249205],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007548359,"threshold_uncertainty_score":0.02525181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02091634199224421,"score_gpt":0.2177230296435546,"score_spread":0.1968066876513104,"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."}}