{"id":"W1977792483","doi":"10.1109/cluster.2014.6968777","title":"Checkpoint/restart in practice: When &amp;#x2018;simple is better&amp;#x2019;","year":2014,"lang":"en","type":"article","venue":"","topic":"Distributed systems and fault tolerance","field":"Computer Science","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Rule of thumb; Interval (graph theory); Set (abstract data type); Simple (philosophy); Fault tolerance; Key (lock); Process (computing); Speedup; Fault (geology); Distributed computing; Reliability engineering; Parallel computing; Algorithm; Programming language; 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":[0.003547248,0.000991272,0.0009562096,0.001154054,0.001365525,0.004459031,0.002160954,0.003483042,0.01112264],"category_scores_gemma":[0.02958861,0.0005670424,0.0003593779,0.001457521,0.001690858,0.006703911,0.001791173,0.002029699,0.003470391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001728105,"about_ca_system_score_gemma":0.001860816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00531281,"about_ca_topic_score_gemma":0.008366156,"domain_scores_codex":[0.9968588,0.000936416,0.0002064064,0.0007334917,0.0008804469,0.0003844037],"domain_scores_gemma":[0.9887257,0.00481141,0.001570986,0.002164029,0.002014798,0.000713047],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001859598,0.0007961243,0.02348637,0.001019784,0.000145354,0.0004574296,0.0009802571,0.1401872,0.02005726,0.04677514,0.07072178,0.6935136],"study_design_scores_gemma":[0.0003736945,0.0009892758,0.01385636,0.0005592821,0.0001339752,0.0005160993,0.00237031,0.7635523,0.03159373,0.1202676,0.06553728,0.0002499893],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.3194305,0.009426354,0.5643682,0.02737936,0.001419431,0.0006184474,0.001270728,0.01626642,0.0598206],"genre_scores_gemma":[0.7833517,0.001629303,0.2007868,0.001284295,0.0002080537,0.0002078289,0.0006661587,0.001862476,0.01000347],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01112264,"threshold_uncertainty_score":0.03720897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02245420598580918,"score_gpt":0.2860095477087284,"score_spread":0.2635553417229193,"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."}}