{"id":"W4405816678","doi":"10.1007/978-3-031-56085-9_4","title":"Fundamentals of the Finite Element Method","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Mechanical and Thermal Properties Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Ontario College of Art and Design","funders":"","keywords":"Finite element method; Computer science; Structural engineering; Engineering","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009730519,0.0001557481,0.0002408526,0.00003376121,0.00001430419,0.00001240776,0.0001733922,0.00009297499,0.01154387],"category_scores_gemma":[0.000002003259,0.0000816344,0.000305692,0.00002214186,0.00001317901,0.000009826459,0.0001249857,0.0001836381,0.0003407897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002872872,"about_ca_system_score_gemma":0.000003978104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001256455,"about_ca_topic_score_gemma":0.00001024813,"domain_scores_codex":[0.9993515,0.00000466885,0.0002694688,0.0001173893,0.0001659389,0.00009101231],"domain_scores_gemma":[0.9996374,0.00003079409,0.00002729445,0.0002639785,0.00001252083,0.00002802231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003359466,0.000004996193,2.174914e-7,0.0004450823,0.001363369,0.000002767353,0.00003638664,0.008954347,0.001392669,0.9578939,0.002383571,0.02751932],"study_design_scores_gemma":[0.00004455567,0.00002174601,2.413516e-7,0.0002011428,0.0003655163,9.118123e-7,0.00001014377,0.05766354,0.006596834,0.06002503,0.8748641,0.0002062295],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000003274767,0.001354174,0.007015299,0.0001171813,0.0002421024,0.0001026488,0.000034563,0.00007478501,0.991056],"genre_scores_gemma":[0.008583209,0.0003259408,0.0006286534,0.0001041645,0.00006551696,0.000004839003,0.000004355101,0.00004773627,0.9902356],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8978689,"threshold_uncertainty_score":0.9893597,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0226597864113834,"score_gpt":0.2234360120919275,"score_spread":0.2007762256805441,"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."}}