{"id":"W4407603218","doi":"10.32388/1ublln","title":"Review of: \"Evaluation of Bfloat16, Posit, and Takum Arithmetics in Sparse Linear Solvers\"","year":2025,"lang":"en","type":"peer-review","venue":"","topic":"Polynomial and algebraic computation","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; Polytechnique Montréal","funders":"","keywords":"Arithmetic; Computer science; Parallel computing; Mathematics","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":[],"consensus_categories":[],"category_scores_codex":[0.002290511,0.0002156533,0.0008064485,0.0002400593,0.00001922893,0.00001561398,0.0004709642,0.0001191007,0.00008229598],"category_scores_gemma":[0.0004412922,0.0001905234,0.0001332868,0.000720792,0.00004557023,0.0001256201,0.0003935982,0.0002049422,0.000005870542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000612372,"about_ca_system_score_gemma":0.0007334049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002499066,"about_ca_topic_score_gemma":0.00008085663,"domain_scores_codex":[0.9976514,0.0002681434,0.0008641119,0.000413502,0.0006445899,0.0001582255],"domain_scores_gemma":[0.9981189,0.0001822144,0.0004716502,0.0005039727,0.0006738279,0.00004936835],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002095135,0.0001063582,0.000009037486,0.0584472,0.00004790285,0.000002359721,0.00005252598,0.00004631709,0.0000134999,0.003815147,0.4660169,0.4714407],"study_design_scores_gemma":[0.00108756,0.000189903,0.0003022394,0.2661328,0.0008090449,0.00001704739,0.000004471719,0.1279772,0.000483288,0.005444752,0.5968465,0.0007051959],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006086072,0.9047334,0.05116895,0.03145215,0.001765226,0.001720003,0.00005976734,0.00004386467,0.008995785],"genre_scores_gemma":[0.00060488,0.8867003,0.07138,0.01668451,0.0002617388,0.00009369387,0.000489767,0.0000262092,0.02375884],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4707355,"threshold_uncertainty_score":0.7769317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04667295702005062,"score_gpt":0.3322382990068492,"score_spread":0.2855653419867986,"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."}}