{"id":"W4401800617","doi":"10.1117/12.3020731","title":"NRC integrated modeling: experimental validation with SPIDERS","year":2024,"lang":"en","type":"article","venue":"","topic":"Structural Analysis of Composite Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; Herzberg Institute of Astrophysics","funders":"","keywords":"Computer science; Model validation; Software engineering; Systems engineering; Engineering; Data science","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":[0.00003975245,0.0001010434,0.00009499188,0.0000748993,0.00001561157,0.0001538164,0.00005698958,0.00002376221,0.0006626469],"category_scores_gemma":[0.000001809221,0.00006680311,0.00002892065,0.0001301446,0.000007604837,0.0001636473,0.000008392972,0.00003866763,0.00007545155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007417634,"about_ca_system_score_gemma":0.000006519008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004855594,"about_ca_topic_score_gemma":0.000003576524,"domain_scores_codex":[0.9995458,0.000006304724,0.0001153495,0.0001053182,0.000135359,0.00009193145],"domain_scores_gemma":[0.9998548,0.000006755046,0.000003654277,0.0000817114,0.00002493774,0.00002812402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000006901876,0.000002114727,0.000006414536,0.00002034568,0.000100335,0.000005821925,0.0001147746,0.5135668,0.4843963,0.0006756713,0.0006061608,0.0004983252],"study_design_scores_gemma":[0.0000355356,0.00001006394,0.000002074326,0.00001555202,0.00001292283,0.000005375413,0.00007822964,0.5607278,0.4387094,0.00007203381,0.0002550051,0.00007596087],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9602824,0.0002462073,0.03341516,0.00004668555,0.0002192665,0.00005349679,0.000001479953,0.0008039246,0.004931363],"genre_scores_gemma":[0.9972626,0.000003581875,0.002517875,0.00001175816,0.00004889353,0.000006830181,0.00002020843,0.00002052801,0.0001077469],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04716104,"threshold_uncertainty_score":0.7255519,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01062101631897873,"score_gpt":0.2200968391018652,"score_spread":0.2094758227828865,"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."}}