{"id":"W7096872137","doi":"","title":"Coupling mumps and ordering software","year":2002,"lang":"en","type":"article","venue":"","topic":"Matrix Theory and Algorithms","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Software; Context (archaeology); Coupling (piping); Scalability; Work (physics); Computer software","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":[],"consensus_categories":[],"category_scores_codex":[0.00008395357,0.00004636279,0.00004786175,0.00002287121,0.00007738863,0.00008307064,0.0001762601,0.00001616059,0.0001594173],"category_scores_gemma":[0.00001621168,0.00003902703,0.00001088303,0.00008821006,0.00001300851,0.000203641,0.0001173989,0.00004033105,0.00006080216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002777484,"about_ca_system_score_gemma":0.000001510141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004176938,"about_ca_topic_score_gemma":7.52264e-7,"domain_scores_codex":[0.9996372,0.000004145968,0.00005713041,0.0001366893,0.00005771553,0.000107119],"domain_scores_gemma":[0.99974,0.00004642208,0.00001173253,0.0001496677,0.00001051948,0.00004165776],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000001842448,0.00008301057,0.002520003,0.00006608292,0.00002150098,0.00007086675,0.001663275,0.002596815,0.0005271463,0.4501059,0.001703408,0.5406401],"study_design_scores_gemma":[0.00009962252,0.00001346906,0.00006748902,0.000005714287,8.001581e-7,0.0000193402,0.00001164128,0.9917141,0.0004711377,0.004188056,0.003321212,0.00008743229],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03800569,0.0002637668,0.957893,0.0002089994,0.0001068331,0.00003026608,1.471278e-7,0.0002405314,0.003250788],"genre_scores_gemma":[0.7992193,0.0000483547,0.1974073,0.0002390928,0.00005983029,0.000002580078,1.133418e-7,0.000005047918,0.003018334],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9891173,"threshold_uncertainty_score":0.1745508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01661717492129463,"score_gpt":0.2126201125618957,"score_spread":0.1960029376406011,"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."}}