{"id":"W7067611417","doi":"","title":"Nektar plus plus : An open-source spectral/hp element framework","year":2015,"lang":"en","type":"other","venue":"Chalmers Publication Library (Chalmers University of Technology)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scalability; Discretization; Element (criminal law); Software; Byte; Variety (cybernetics); Partial differential equation; Differential (mechanical device)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","open_science","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005224699,0.0011969,0.001710822,0.006430643,0.0003396527,0.0002279597,0.009181069,0.003022894,0.02087401],"category_scores_gemma":[0.0001554171,0.001542832,0.0002692435,0.005581355,0.00204291,0.003577224,0.003548234,0.00179734,0.003338824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001054086,"about_ca_system_score_gemma":0.001967631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008827422,"about_ca_topic_score_gemma":0.0001157217,"domain_scores_codex":[0.9943207,0.0002899586,0.0007530876,0.002301695,0.001036561,0.001298008],"domain_scores_gemma":[0.9921854,0.00004799258,0.002378065,0.004143981,0.0003637034,0.0008808664],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002807165,0.0004753867,0.0002612635,0.0001272966,0.0006402899,0.00005964162,0.0007251456,0.00003371056,0.00006464721,0.03414292,0.9587151,0.004473845],"study_design_scores_gemma":[0.002607563,0.0005192998,0.00006835977,0.0003713922,0.0002631621,0.0000326249,0.01006518,0.0003192375,0.0002131628,0.00212073,0.9820205,0.001398812],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001057042,0.002419309,0.002207742,0.01896743,0.0005975395,0.004171102,0.002390778,0.01033228,0.9578568],"genre_scores_gemma":[0.004609038,0.001056818,0.05848696,0.0005281707,0.0004134492,0.00002413744,0.00822022,0.003038365,0.9236228],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05627922,"threshold_uncertainty_score":0.998702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02011811437528388,"score_gpt":0.237527420494254,"score_spread":0.2174093061189701,"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."}}