{"id":"W2036787492","doi":"10.1145/2560796","title":"Sharing across Multiple MapReduce Jobs","year":2014,"lang":"en","type":"article","venue":"ACM Transactions on Database Systems","topic":"Cloud Computing and Resource Management","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Cloud computing; Merge (version control); Key (lock); Batch processing; Database; Distributed computing; Context (archaeology); Parallel computing; 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":[0.000758142,0.0002019565,0.000204624,0.0001110773,0.0005337259,0.0003316919,0.001998407,0.00005377473,0.000006572799],"category_scores_gemma":[0.00006396704,0.000184924,0.00009997468,0.0003827963,0.00003338352,0.00005925992,0.0001585537,0.0002439852,0.0002819893],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005943513,"about_ca_system_score_gemma":0.00001175058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005751841,"about_ca_topic_score_gemma":0.00004105191,"domain_scores_codex":[0.9980518,0.0001117708,0.0003186164,0.0006970163,0.0003734172,0.000447442],"domain_scores_gemma":[0.9966807,0.0002675963,0.0000894425,0.002773061,0.00004140717,0.0001477664],"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":[0.00003796702,0.0007830719,0.001031987,0.0005185667,0.00026316,0.00005068516,0.003175437,0.6682317,0.002060867,0.01120902,0.002562339,0.3100752],"study_design_scores_gemma":[0.0006706298,0.0000751398,0.0004024284,0.0002116357,0.00001266424,0.00003613405,0.0002530572,0.9493737,0.0009071147,0.00006702697,0.04765357,0.0003368569],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1074758,0.0000523099,0.8890007,0.000433416,0.001585061,0.0002467592,0.0000424051,0.0005187322,0.000644923],"genre_scores_gemma":[0.9895576,0.000002580316,0.008496407,0.0001456997,0.0001672729,0.0000509314,0.000008037788,0.00001922568,0.0015523],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8820818,"threshold_uncertainty_score":0.7540982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02870516225659378,"score_gpt":0.265099848590538,"score_spread":0.2363946863339443,"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."}}