{"id":"W2246917403","doi":"","title":"Hybrid Software Boosts High Performance Computing Productivity","year":2008,"lang":"en","type":"article","venue":"˜The œopen source business resource","topic":"Cloud Computing and Resource Management","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science; Productivity; Software; Operating system","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005321397,0.0003883392,0.0002621626,0.0009934935,0.0003057081,0.001292521,0.000724154,0.0005157863,0.004877227],"category_scores_gemma":[0.003806721,0.0001972625,0.0003247871,0.001150937,0.0004563879,0.001639946,0.001194472,0.0005828894,0.001228188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000453426,"about_ca_system_score_gemma":0.0005132552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007122342,"about_ca_topic_score_gemma":0.001003361,"domain_scores_codex":[0.9993718,0.00009736151,0.00002166758,0.00008224559,0.0003183842,0.0001086093],"domain_scores_gemma":[0.9968082,0.001256114,0.0002371605,0.0007336951,0.0005821706,0.0003826575],"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":[0.001798786,0.001946875,0.02314402,0.0003766966,0.0002274338,0.0006024728,0.0005539405,0.03936805,0.268636,0.03619604,0.01031742,0.6168322],"study_design_scores_gemma":[0.000870707,0.003164956,0.07136201,0.0000829546,0.0004298289,0.001091638,0.0007461145,0.5646147,0.1781744,0.1300039,0.04929565,0.0001630576],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8752759,0.0003941173,0.08587857,0.0007534666,0.0002129103,0.00004178362,0.00007925878,0.004219903,0.03314414],"genre_scores_gemma":[0.970615,0.0001289705,0.02253132,0.0001044514,0.00007008031,0.00002756266,0.00009754531,0.0003186982,0.00610625],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004877227,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01789591851660887,"score_gpt":0.2192499905808508,"score_spread":0.2013540720642419,"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."}}