{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004648926,0.0004485908,0.000443658,0.0002545476,0.0005413095,0.0004766833,0.003356454,0.0003446059,0.00007791556],"category_scores_gemma":[0.001524927,0.0004602105,0.0002951152,0.0004670499,0.0002995784,0.0002138528,0.00272858,0.00103443,0.0002641392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001137351,"about_ca_system_score_gemma":0.0003672319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001728517,"about_ca_topic_score_gemma":0.00002516043,"domain_scores_codex":[0.9911578,0.005836092,0.000631045,0.00123933,0.000654768,0.0004809278],"domain_scores_gemma":[0.9922153,0.002098239,0.0005486998,0.003815535,0.0009347248,0.0003874724],"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":[0.00002071797,0.0006535314,0.000140667,0.0001260689,0.00006594333,0.00001204692,0.005586582,0.006078312,0.0001204326,0.9574845,0.004458082,0.02525312],"study_design_scores_gemma":[0.000700319,0.000004984094,0.001124516,0.001746349,0.0000464973,0.00001910886,0.00004434205,0.8394127,0.01262102,0.1123076,0.03098985,0.0009826783],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01007124,0.0002352342,0.9451203,0.01932276,0.0004925159,0.0004961694,0.00002450275,0.0005553768,0.02368187],"genre_scores_gemma":[0.4557122,0.0001597379,0.534875,0.0008470965,0.00009855972,0.0001623077,0.0003078516,0.00005905685,0.007778266],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.8451769,"threshold_uncertainty_score":0.9997849,"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."}}