{"id":"W2126547925","doi":"10.14778/1920841.1920906","title":"MRShare","year":2010,"lang":"en","type":"article","venue":"Proceedings of the VLDB Endowment","topic":"Cloud Computing and Resource Management","field":"Computer Science","cited_by":226,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Cloud computing; Batch processing; Context (archaeology); Distributed computing; Work (physics); Core (optical fiber); Database; Operating system","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":[0.0002550583,0.0000976347,0.00009825522,0.00004920797,0.0001224923,0.00008758754,0.001674938,0.00002970877,0.00001305193],"category_scores_gemma":[0.0000473151,0.00006109384,0.00009173327,0.000269053,0.00004210942,0.00002692252,0.001153652,0.0001825974,0.0000162326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001449014,"about_ca_system_score_gemma":0.00001002284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002088127,"about_ca_topic_score_gemma":0.000001980927,"domain_scores_codex":[0.9990791,0.000002451865,0.0001650133,0.0002293113,0.0003246512,0.0001994395],"domain_scores_gemma":[0.9994557,0.00001774385,0.0001382958,0.0002484497,0.00009119038,0.00004857686],"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":[0.000009839376,0.0004079017,0.01109603,0.0002186367,0.0001042343,0.000001731585,0.003184283,0.0002091081,0.1863864,0.6587075,0.03838572,0.1012887],"study_design_scores_gemma":[0.001717699,0.00027508,0.04126248,0.0003179252,0.0000616391,0.00008286138,0.0004586955,0.05616618,0.5817854,0.04708451,0.2698802,0.0009073716],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9452204,0.00003054032,0.0002851711,0.006609385,0.0009145095,0.0002850375,7.886839e-7,0.0001654886,0.04648865],"genre_scores_gemma":[0.9932321,9.289201e-7,0.005277921,0.0002243837,0.00009662097,0.00001277568,5.494284e-8,0.00000563298,0.001149583],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.611623,"threshold_uncertainty_score":0.3112479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00697231335455234,"score_gpt":0.1997996891760867,"score_spread":0.1928273758215344,"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."}}