{"id":"W2111977021","doi":"10.2316/p.2010.676-039","title":"Task Execution Availability Prediction in the Enterprise Desktop Grid","year":2010,"lang":"en","type":"article","venue":"Parallel and Distributed Computing and Networks","topic":"Distributed and Parallel Computing Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Distributed computing; Grid; Grid computing; Bayesian network; Task (project management); Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001489712,0.0002463757,0.0002647441,0.00005788103,0.0004364601,0.0004499731,0.0005647778,0.000178425,0.000002639795],"category_scores_gemma":[0.00006820748,0.0001865198,0.00006039949,0.0004498635,0.0001340068,0.0001973282,0.0002684249,0.0006504665,0.000004811575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001791452,"about_ca_system_score_gemma":0.00002698048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001064158,"about_ca_topic_score_gemma":0.00002902173,"domain_scores_codex":[0.9979495,0.0002760467,0.0004685992,0.00060176,0.0002237895,0.0004803044],"domain_scores_gemma":[0.9988248,0.0003110711,0.0001562402,0.0005034076,0.00006408521,0.0001403917],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002589858,0.001051807,0.5862787,0.0002206544,0.00013142,0.0001326447,0.006154748,0.1994186,0.0002707544,0.04163298,0.03444349,0.1300052],"study_design_scores_gemma":[0.0005873077,0.00007979872,0.155264,0.0000470651,0.000009516373,0.0001416904,0.00007241983,0.8377471,0.000001119227,0.00103724,0.004810021,0.0002026842],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3225861,0.0004591766,0.6751459,0.0003755273,0.0007637667,0.0002205482,0.00002658444,0.0001554487,0.0002669515],"genre_scores_gemma":[0.9977467,0.00004673051,0.001460596,0.0001618115,0.0003900735,0.00001211973,0.000164805,0.000006077763,0.00001109931],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6751605,"threshold_uncertainty_score":0.7606058,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007695744150670312,"score_gpt":0.2224664986846411,"score_spread":0.2147707545339708,"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."}}