{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002007447,0.0010525,0.0009109023,0.000903007,0.0006465403,0.0009112991,0.00222363,0.001250122,0.007235565],"category_scores_gemma":[0.003493147,0.0005409734,0.0008621636,0.001016178,0.0005907026,0.0008498852,0.001016535,0.001264637,0.001633847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000956012,"about_ca_system_score_gemma":0.001078357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006942372,"about_ca_topic_score_gemma":0.006482419,"domain_scores_codex":[0.9985343,0.0001301644,0.00006961417,0.0001694137,0.000947822,0.0001485611],"domain_scores_gemma":[0.9977978,0.0005442397,0.0001095969,0.0006359859,0.0008288545,0.00008358732],"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":[0.0007071011,0.001288727,0.00971751,0.0008176972,0.0001191901,0.0003851762,0.0006689526,0.8194253,0.1008895,0.005995251,0.01214598,0.0478395],"study_design_scores_gemma":[0.0001131,0.00060777,0.003648853,0.00005856059,0.00003705528,0.00008197429,0.0001219758,0.8995736,0.08330888,0.0008049122,0.0115825,0.00006090639],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.837071,0.0005478415,0.09242994,0.0005235338,0.0003519907,0.0006240234,0.01300068,0.01250228,0.04294878],"genre_scores_gemma":[0.9375119,0.000246319,0.04979283,0.0001048528,0.00002174837,0.0005678187,0.004903832,0.001263798,0.005586842],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007235565,"threshold_uncertainty_score":0.02420533,"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."}}