{"id":"W4297029655","doi":"10.1007/978-3-031-12616-1_1","title":"Introduction","year":2022,"lang":"en","type":"book-chapter","venue":"Lecture notes in mathematics","topic":"Advanced Numerical Methods in Computational Mathematics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Mathematics; Applied mathematics; Calculus (dental); Positive-definite matrix; Finite element method; Algebra over a field; Mathematical optimization; Pure mathematics; Eigenvalues and eigenvectors; Medicine","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002178965,0.0003996857,0.0005528649,0.0002339544,0.00004534002,0.00001905431,0.0002550679,0.000249855,0.002791501],"category_scores_gemma":[0.0004991053,0.000419348,0.0001136635,0.0001117904,0.00005242795,0.00005379058,0.00009043925,0.001072317,0.0001084497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000363744,"about_ca_system_score_gemma":0.00001699215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":1.94893e-7,"about_ca_topic_score_gemma":0.000001308451,"domain_scores_codex":[0.9985274,0.00001587075,0.0005682956,0.0002697573,0.0003967535,0.0002218904],"domain_scores_gemma":[0.9980354,0.001280246,0.0001410875,0.0004642958,0.00003550122,0.00004349453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000002576994,0.00002742887,3.022568e-7,0.0009274731,0.00006281938,0.00001942322,0.0004271645,0.7160724,0.00005627648,0.2509921,0.0005390291,0.03087295],"study_design_scores_gemma":[0.00006832214,0.00002173856,1.930616e-7,0.00008239937,0.00002921345,0.00003601404,0.000002418016,0.05962992,0.0001130133,0.8530343,0.08662869,0.0003538447],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.000005166095,0.000622058,0.8643823,0.000193182,0.0008721538,0.0002953387,0.00001816446,0.0003578124,0.1332538],"genre_scores_gemma":[0.0003205903,0.0002394075,0.9910068,0.00007007135,0.001033808,0.00005022033,0.00005339706,0.00030999,0.006915725],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.6564425,"threshold_uncertainty_score":0.9998258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01945023594391294,"score_gpt":0.2677287954150877,"score_spread":0.2482785594711747,"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."}}