{"id":"W1481614176","doi":"10.14359/4627","title":"Nondestructive Evaluation Using Numerical Simulation of Impact Response","year":2000,"lang":"en","type":"article","venue":"ACI Materials Journal","topic":"High-Velocity Impact and Material Behavior","field":"Materials Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nondestructive testing; Computer simulation; Computer science; Structural engineering; Engineering; Simulation; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002909469,0.0002131434,0.0004156188,0.0001368029,0.0002207319,0.00027619,0.0002187513,0.0001317341,0.04470976],"category_scores_gemma":[0.0002842166,0.0001698455,0.0001002012,0.0001589038,0.00008918388,0.0007817199,0.00003086654,0.000086389,0.0002022835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002905707,"about_ca_system_score_gemma":0.0003382396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000910329,"about_ca_topic_score_gemma":4.048128e-7,"domain_scores_codex":[0.997006,0.0010453,0.000724984,0.0001975089,0.0006510283,0.0003751554],"domain_scores_gemma":[0.9987146,0.000108959,0.0004382611,0.0002296653,0.0003408901,0.0001676087],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003042824,0.00005292743,0.0001091156,0.000006756682,0.00001184788,0.00000868631,0.0005205747,0.027614,0.9675646,0.000003269741,0.00002045092,0.001044888],"study_design_scores_gemma":[0.001025938,0.0003381561,0.01971663,0.00005625204,0.000120501,0.0003177961,0.00005570039,0.001741958,0.9759896,0.0003681219,0.0000448401,0.000224499],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979469,0.00001561688,0.0006300423,0.00002950407,0.000932178,0.0002659305,0.0001229306,0.00003132344,0.00002558855],"genre_scores_gemma":[0.9977224,0.000004833274,0.00184735,0.0000168248,0.0003423651,0.000004322969,0.000009621427,0.00002649898,0.00002570964],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04450748,"threshold_uncertainty_score":0.9561635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05602467946675618,"score_gpt":0.3982346603792551,"score_spread":0.342209980912499,"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."}}