{"id":"W7132135207","doi":"","title":"Optimization through simulation: NRC software reduces design times, optimizes process","year":2022,"lang":"en","type":"article","venue":"NPARC","topic":"Injection Molding Process and Properties","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Software; Product (mathematics); Process (computing); Finite element method; General partnership; Molding (decorative); Research council","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0001774229,0.00013142,0.0001226325,0.00005735763,0.0004017086,0.00006177615,0.0001512816,0.00004157876,0.004364309],"category_scores_gemma":[0.00005397774,0.0001327396,0.00003241391,0.0002769293,0.00002138418,0.0002944893,0.0000331156,0.0001618548,0.00001120668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009876789,"about_ca_system_score_gemma":0.00005095358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001999592,"about_ca_topic_score_gemma":1.003759e-7,"domain_scores_codex":[0.9991124,0.00004320768,0.0001751011,0.0001683572,0.0003200577,0.0001808718],"domain_scores_gemma":[0.9996505,0.0000526551,0.00003613281,0.0001150083,0.0001186436,0.00002704528],"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":[0.00003031829,0.00001336552,0.000004343344,0.00004700066,0.00001884614,0.000001384175,0.001183384,0.9923953,0.0002266957,0.00004758908,0.003078602,0.002953148],"study_design_scores_gemma":[0.000185418,0.00006466694,0.000001041125,0.00001298982,0.00001321378,0.000006963636,0.0002615713,0.9840449,0.008783919,0.00152716,0.004894412,0.0002037299],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003745801,0.0006277417,0.9799152,0.0001406209,0.0006157925,0.0002988586,0.00001284398,0.001108624,0.01353449],"genre_scores_gemma":[0.8807164,0.00004365032,0.1181684,0.00007818929,0.0001026854,0.000169497,0.00001714366,0.00004776215,0.00065624],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8769706,"threshold_uncertainty_score":0.9965459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02813129110383146,"score_gpt":0.2447969894560155,"score_spread":0.216665698352184,"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."}}