{"id":"W4404370147","doi":"10.1115/pvp2024-122917","title":"The Effects of Model Thickness on the Variation of Localised Stress Fields in Four-Point Bending Tests: A CPFE Study","year":2024,"lang":"en","type":"article","venue":"","topic":"Metal Forming Simulation Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Bending; Materials science; Stress (linguistics); Point (geometry); Variation (astronomy); Three point flexural test; Composite material; Structural engineering; Engineering; Physics; Mathematics; Geometry","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":[0.0006898788,0.0005257048,0.0003664412,0.0003653197,0.0001656575,0.0004627297,0.0003776512,0.0007005325,0.001190624],"category_scores_gemma":[0.002304359,0.0003471429,0.0003063158,0.000352951,0.0003694523,0.0003353121,0.0002159505,0.0003859895,0.0001590928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002247598,"about_ca_system_score_gemma":0.0001471364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001573632,"about_ca_topic_score_gemma":0.001471697,"domain_scores_codex":[0.999633,0.00006867303,0.00003553487,0.0000706233,0.0001403386,0.00005178949],"domain_scores_gemma":[0.9974703,0.001492934,0.000315892,0.0002799246,0.0003881934,0.0000527678],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001134238,0.0003797808,0.008402898,0.000326551,0.00005827766,0.0004925269,0.0003358567,0.2104664,0.7610154,0.000242769,0.0002135566,0.01693172],"study_design_scores_gemma":[0.00002635713,0.002849933,0.03290812,0.00005309702,0.0001051385,0.0003129057,0.0002843341,0.2378646,0.7244933,0.0001013806,0.0009324104,0.00006848369],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994387,0.0001478631,0.00453994,0.00001756488,0.00000956978,0.00001576773,0.0001960572,0.00005894217,0.0006271493],"genre_scores_gemma":[0.9983599,0.00005396471,0.001231748,0.000005569359,0.000001366939,0.000008339073,0.00006064801,0.00001839432,0.0002602213],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001573632,"threshold_uncertainty_score":0.00398308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01688670689091168,"score_gpt":0.266835868719734,"score_spread":0.2499491618288223,"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."}}