{"id":"W2330726326","doi":"10.1515/secm-2013-0257","title":"Impact of layup rate on the quality of fiber steering/cut-restart in automated fiber placement processes","year":2014,"lang":"en","type":"article","venue":"Science and Engineering of Composite Materials","topic":"Epoxy Resin Curing Processes","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Fiber; Materials science; Process (computing); Curvature; Compaction; Computer science; Composite material; Mathematics; Geometry","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":[0.000913834,0.000398732,0.0002764266,0.0003228118,0.0002674436,0.0005126909,0.0002203251,0.0003377747,0.0008902547],"category_scores_gemma":[0.003389287,0.0002855362,0.0001892832,0.0002804932,0.0003305537,0.0005222484,0.0002038178,0.0002718426,0.0001390117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000183012,"about_ca_system_score_gemma":0.0001578394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007090958,"about_ca_topic_score_gemma":0.001478822,"domain_scores_codex":[0.99936,0.0001254032,0.00005921621,0.000100859,0.0002761309,0.00007837156],"domain_scores_gemma":[0.9959926,0.001761524,0.001000393,0.0003740037,0.0007830241,0.00008842418],"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":[0.001668901,0.0001625655,0.01116536,0.0002351004,0.00003529967,0.0002329721,0.0003045552,0.0139367,0.938478,0.00009270789,0.00006314767,0.03362452],"study_design_scores_gemma":[0.00002177473,0.002325745,0.02961931,0.00001999824,0.00005447501,0.0001272112,0.0001840702,0.01371821,0.9534496,0.00003488283,0.0004087754,0.00003581448],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962791,0.0001720047,0.003291259,0.000005745389,0.00000656467,0.000009568167,0.00001871265,0.00004070372,0.0001763672],"genre_scores_gemma":[0.9976264,0.00005915126,0.002128018,0.000002829915,0.000001727711,0.000004159722,0.00001718757,0.00001190134,0.0001486479],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.000913834,"threshold_uncertainty_score":0.004832864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01727529060630813,"score_gpt":0.2840783229018868,"score_spread":0.2668030322955787,"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."}}