{"id":"W2553051330","doi":"10.1109/allerton.2015.7447076","title":"Near-optimal multi-version codes","year":2015,"lang":"en","type":"article","venue":"","topic":"Advanced Data Storage Technologies","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Server; Computer science; Coding (social sciences); Distributed data store; Storage efficiency; Theoretical computer science; Distributed computing; Algorithm; Computer network; Mathematics; Operating system","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":[0.001663885,0.0009144821,0.001444929,0.001057611,0.0009677357,0.001871807,0.002145657,0.001656494,0.002442932],"category_scores_gemma":[0.01558878,0.0004912377,0.0006454849,0.002092464,0.001447312,0.003547462,0.002506971,0.002194013,0.0005806562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002312088,"about_ca_system_score_gemma":0.002726099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00195916,"about_ca_topic_score_gemma":0.00225206,"domain_scores_codex":[0.9970741,0.0007088734,0.0002137566,0.0005192717,0.0009649596,0.0005191425],"domain_scores_gemma":[0.9838817,0.007485094,0.001380503,0.00365966,0.003015072,0.0005779505],"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":[0.0006638657,0.00013507,0.001309592,0.00024512,0.00006362656,0.000229287,0.0001936313,0.6489635,0.00910583,0.2367638,0.007069891,0.09525675],"study_design_scores_gemma":[0.00005696994,0.0001114419,0.0002479209,0.00003668212,0.00001290969,0.0002773917,0.0000491922,0.8942968,0.005827994,0.09681051,0.002232687,0.00003943359],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1197137,0.001311643,0.8688704,0.0009397165,0.0001781903,0.0001593522,0.0006162896,0.0005689393,0.007641863],"genre_scores_gemma":[0.6821634,0.0005961233,0.3099515,0.0003342693,0.0001302752,0.0002875912,0.0006504007,0.0001648846,0.005721453],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002442932,"threshold_uncertainty_score":0.01677549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04492166448017335,"score_gpt":0.2847865207008237,"score_spread":0.2398648562206504,"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."}}