{"id":"W2537877035","doi":"","title":"Preliminary Investigations on Resilient Parallel Numerical Linear Algebra Solvers","year":2014,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Matrix Theory and Algorithms","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Linear algebra; Computer science; Parallel computing; Numerical linear algebra; Computational science; Algebra over a field; Numerical analysis; Mathematics; Pure mathematics; Geometry; Mathematical analysis","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":[],"consensus_categories":[],"category_scores_codex":[0.003588189,0.001520579,0.0009884353,0.001267477,0.00161695,0.00225842,0.001846003,0.001012244,0.01943996],"category_scores_gemma":[0.02941932,0.0005726386,0.0008739549,0.001618727,0.001909217,0.004794432,0.002343839,0.002571935,0.002832628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009445961,"about_ca_system_score_gemma":0.001415948,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001186884,"about_ca_topic_score_gemma":0.001605872,"domain_scores_codex":[0.9961089,0.001511656,0.0002194617,0.0004913757,0.001286558,0.000381932],"domain_scores_gemma":[0.9845974,0.007283384,0.0008180471,0.004650771,0.002181607,0.0004687694],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002999442,0.001028396,0.00429343,0.001986706,0.0002705495,0.0006324323,0.0008909256,0.2781326,0.05311433,0.3471966,0.03569911,0.2737557],"study_design_scores_gemma":[0.0001032618,0.0004841266,0.001206456,0.0001867427,0.00009437306,0.0004375981,0.0002904383,0.7602075,0.04430569,0.1654878,0.02714478,0.00005121094],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.177332,0.005723678,0.7018363,0.00870763,0.002290137,0.0006292489,0.001005889,0.007032462,0.09544256],"genre_scores_gemma":[0.7207596,0.003155697,0.2379167,0.001660703,0.001304371,0.0003710728,0.001140668,0.001118804,0.03257238],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01943996,"threshold_uncertainty_score":0.06503314,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01522050559462388,"score_gpt":0.2347961300728978,"score_spread":0.2195756244782739,"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."}}