{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002924526,0.001391553,0.001699148,0.0007783233,0.002184439,0.002834382,0.005009312,0.0008587926,0.003421268],"category_scores_gemma":[0.00484811,0.0009013995,0.001837534,0.001324777,0.0009719788,0.003521536,0.004795258,0.001346896,0.001492345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001321375,"about_ca_system_score_gemma":0.003646484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006102161,"about_ca_topic_score_gemma":0.005765615,"domain_scores_codex":[0.9951001,0.0007445594,0.0003291403,0.001235631,0.001753264,0.0008372616],"domain_scores_gemma":[0.9959973,0.0004879944,0.0001613636,0.002076427,0.0008044888,0.0004723935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002340558,0.001680397,0.01352137,0.0007048374,0.0009671646,0.001496017,0.001948967,0.371493,0.08391492,0.03782113,0.0308384,0.4532731],"study_design_scores_gemma":[0.0001556436,0.000465717,0.004621177,0.00003093931,0.0001749249,0.0005285574,0.000927632,0.8758264,0.04122069,0.04751777,0.02837293,0.0001577155],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.186904,0.0006699495,0.7822013,0.001093278,0.0003519816,0.0009878745,0.0007079911,0.007930519,0.01915316],"genre_scores_gemma":[0.800671,0.0002136727,0.1880477,0.0002821024,0.0001599708,0.000378338,0.0012259,0.000698611,0.008322841],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006102161,"threshold_uncertainty_score":0.01546657,"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."}}