{"id":"W2003444975","doi":"10.5555/1400549.1400598","title":"The need for diversity in HPC: HPC'08 keynote address","year":2008,"lang":"en","type":"article","venue":"Spring Simulation Multiconference","topic":"Distributed and Parallel Computing Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Supercomputer; Computer science; Toolbox; Software; Consolidation (business); Hammer; Data science; Parallel computing; Operating system; Engineering","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":["metaresearch","open_science"],"consensus_categories":[],"category_scores_codex":[0.002997713,0.0007019971,0.0006276186,0.0005549899,0.002570015,0.007473716,0.0007713465,0.004207743,0.08612181],"category_scores_gemma":[0.003155909,0.0002947988,0.0004029895,0.0008505142,0.001227246,0.00496945,0.00299456,0.006919096,0.03170678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001660333,"about_ca_system_score_gemma":0.001869203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001456426,"about_ca_topic_score_gemma":0.003640868,"domain_scores_codex":[0.9989405,0.0002024312,0.00003012713,0.0001448766,0.0005141363,0.0001679966],"domain_scores_gemma":[0.9977359,0.0004577002,0.00006013338,0.0001980134,0.0007329645,0.0008152626],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003880832,0.00001616701,0.0001473771,0.00003768192,0.000004634499,0.00004063743,0.00003823038,0.00009713853,0.0002082178,0.01386481,0.9634291,0.02207721],"study_design_scores_gemma":[0.00001714627,0.00003178028,0.000497285,0.00006458104,0.000005011336,0.00006357767,0.000103526,0.0003827535,0.0002596987,0.01248758,0.9860731,0.00001394755],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003098566,0.02154554,0.01156102,0.46156,0.2022918,0.0001183223,0.0006500329,0.001136334,0.2980385],"genre_scores_gemma":[0.03011593,0.01253447,0.007167736,0.0404637,0.0547666,0.0001508613,0.001170233,0.001437602,0.8521928],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9992287,"threshold_uncertainty_score":0.2881061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08910747198196185,"score_gpt":0.2963721002709206,"score_spread":0.2072646282889588,"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."}}