{"id":"W2739388583","doi":"10.1145/3102980.3102994","title":"Consistency Oracles","year":2017,"lang":"en","type":"article","venue":"","topic":"Distributed systems and fault tolerance","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Consistency (knowledge bases); Consistency model; Computer science; Weak consistency; Eventual consistency; Oracle; Data consistency; Strong consistency; Causal consistency; Sequential consistency; Distributed computing; Software; Partition (number theory); Programming language; Theoretical computer science; Mathematics; Artificial intelligence","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001012672,0.00004797394,0.00007511353,0.00001019622,0.0003647449,0.0005466311,0.001066154,0.00002168496,0.00002010384],"category_scores_gemma":[0.00003590317,0.00003703369,0.00002945339,0.00002089446,0.00004065962,0.0004862906,0.0001629113,0.00003024339,0.0002611954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004977222,"about_ca_system_score_gemma":0.00002255314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009556774,"about_ca_topic_score_gemma":0.00001503476,"domain_scores_codex":[0.9995317,0.00000781674,0.00009014348,0.0001567095,0.00009631185,0.0001172762],"domain_scores_gemma":[0.9988476,0.00001019733,0.0000669767,0.0009827684,0.00004516433,0.00004729568],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[4.986278e-7,0.00001961097,0.003949903,0.000006149443,0.000005708709,0.00002175007,0.00004826297,0.000001202708,0.0001791519,0.9248489,0.01220765,0.05871126],"study_design_scores_gemma":[0.0008267605,0.00006122989,0.2404631,0.0000618835,0.000004128915,0.00007128837,0.0000553496,0.03470757,0.002240632,0.02057752,0.7003821,0.0005484094],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005995898,0.0001031188,0.5437794,0.002893938,0.0006848284,0.0000667667,0.000003219842,0.0001818987,0.446291],"genre_scores_gemma":[0.9879837,0.000002999827,0.008397502,0.0001578916,0.00003289913,0.000003234379,3.315998e-7,0.000001636236,0.003419816],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9819878,"threshold_uncertainty_score":0.5271176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02468338958892036,"score_gpt":0.2751312502238158,"score_spread":0.2504478606348954,"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."}}