{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001437205,0.001520348,0.0009639031,0.0009670187,0.0005318464,0.001365672,0.001673555,0.0008694006,0.02903661],"category_scores_gemma":[0.004686918,0.0008964912,0.001066407,0.0008744007,0.0004558231,0.001095202,0.0008652754,0.001535091,0.00790104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007472513,"about_ca_system_score_gemma":0.003294692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008418899,"about_ca_topic_score_gemma":0.0118063,"domain_scores_codex":[0.9988447,0.0002177592,0.00006578353,0.0001430711,0.0006457103,0.00008298294],"domain_scores_gemma":[0.9977736,0.0009651026,0.000156996,0.0003808473,0.0006664875,0.00005703605],"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":[0.0003182154,0.0003208093,0.003266902,0.0009858197,0.0001901739,0.0001311091,0.0002249991,0.5156094,0.0231836,0.02763156,0.1048432,0.3232944],"study_design_scores_gemma":[0.0001039136,0.00006340512,0.0004511766,0.00006963298,0.00005453086,0.00005435018,0.00002250447,0.9037514,0.01295982,0.004063876,0.07836527,0.00004016921],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01085104,0.0002873139,0.8684049,0.0003372417,0.000212316,0.0002454002,0.002442859,0.07501774,0.04220112],"genre_scores_gemma":[0.1150215,0.0006750817,0.8316761,0.0003692833,0.0000758453,0.00119194,0.005637177,0.02439572,0.02095726],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02903661,"threshold_uncertainty_score":0.09713715,"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."}}