{"id":"W4240133548","doi":"10.1145/3186728.3164137","title":"Query fresh","year":2017,"lang":"en","type":"article","venue":"Proceedings of the VLDB Endowment","topic":"Distributed systems and fault tolerance","field":"Computer Science","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Backup; Overhead (engineering); Operating system; Database; Computer network; Replication (statistics)","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":[],"consensus_categories":[],"category_scores_codex":[0.000259976,0.000098681,0.0001464792,0.00002087563,0.0003473622,0.0003283055,0.002696462,0.00003372929,0.000004692379],"category_scores_gemma":[0.00008009168,0.00006398971,0.00009330434,0.00006586633,0.00007378044,0.0005007933,0.0007283203,0.00008320481,0.00001464041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003041339,"about_ca_system_score_gemma":0.00001988279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001082043,"about_ca_topic_score_gemma":0.000003757177,"domain_scores_codex":[0.9990587,0.000002558724,0.000198715,0.0002235383,0.0003171301,0.000199419],"domain_scores_gemma":[0.9989551,0.000008551289,0.0003703142,0.0004745308,0.0001411,0.00005036345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001283474,0.0002000679,0.03225876,0.0001816909,0.00007729851,0.000002275655,0.001033158,0.00001041758,0.05285279,0.8273743,0.06282776,0.02316865],"study_design_scores_gemma":[0.002408176,0.0002109232,0.1831894,0.0009568191,0.00004174661,0.00007211641,0.0003586124,0.007123823,0.5444309,0.04643222,0.2138925,0.0008828112],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6260232,0.0007234272,0.01006688,0.02048846,0.004663753,0.001503008,0.00004520342,0.0003395095,0.3361466],"genre_scores_gemma":[0.9971766,0.00001127777,0.001727934,0.00009820669,0.00007256407,0.00002410429,1.226961e-7,0.000004549538,0.0008846442],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7809421,"threshold_uncertainty_score":0.5010741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0138162385388063,"score_gpt":0.2359611939109308,"score_spread":0.2221449553721245,"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."}}