{"id":"W2263157912","doi":"10.14778/2777598.2777604","title":"Giraph unchained","year":2015,"lang":"en","type":"article","venue":"Proceedings of the VLDB Endowment","topic":"Graph Theory and Algorithms","field":"Computer Science","cited_by":145,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Asynchronous communication; Computer science; Scalability; Computation; Synchronization (alternating current); Distributed computing; Bulk synchronous parallel; Graph; Parallel computing; Model of computation; Theoretical computer science; Algorithm; Computer network; 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":[0.0005284773,0.0001049482,0.0001204823,0.00006554927,0.00006842081,0.00005789895,0.001294556,0.00002751794,0.000003592986],"category_scores_gemma":[0.00006864707,0.00006644407,0.00008978057,0.0004470847,0.00006702289,0.0002758444,0.0004647293,0.00008348611,0.00001221543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002863823,"about_ca_system_score_gemma":0.00002752375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007572339,"about_ca_topic_score_gemma":1.953481e-7,"domain_scores_codex":[0.9990572,0.000007187637,0.0001711054,0.0002034064,0.0003593831,0.000201657],"domain_scores_gemma":[0.99939,0.00001632228,0.0001321786,0.0001803482,0.0001832018,0.00009794727],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001310532,0.0001099081,0.001106457,0.00002251225,0.00003021914,6.090736e-7,0.002252881,0.00002505738,0.01006072,0.9759554,0.004424277,0.005998838],"study_design_scores_gemma":[0.00131237,0.000283117,0.0008901194,0.00007830159,0.00002107766,0.00003574569,0.0006269273,0.005190035,0.3124523,0.6690939,0.009709193,0.0003068535],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.782061,0.000887935,0.02929216,0.01640356,0.00435679,0.001724463,0.000009095242,0.0008121827,0.1644528],"genre_scores_gemma":[0.9900244,0.000004040994,0.00901067,0.0002543683,0.00005022741,0.00001886357,1.070539e-7,0.000005529686,0.0006317592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3068615,"threshold_uncertainty_score":0.2709511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01784287209176177,"score_gpt":0.2045423580511298,"score_spread":0.186699485959368,"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."}}