{"id":"W7018409847","doi":"","title":"Determination of optimal process parameters for manufacturing thermoplastic composite rings by automated fiber placement","year":2011,"lang":"en","type":"article","venue":"NPARC","topic":"Epoxy Resin Curing Processes","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Thermoplastic composites; Composite number; Manufacturing process; Thermoplastic; Void (composites); Modal; Process variable","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.00079813,0.0008937901,0.0007795744,0.0006844606,0.0003518217,0.0005139378,0.0005194913,0.000440584,0.0009175097],"category_scores_gemma":[0.00143117,0.0004978148,0.0003393479,0.0005786926,0.0003302648,0.0007280497,0.0002927646,0.0005515418,0.0003965918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003715011,"about_ca_system_score_gemma":0.0006284305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004198312,"about_ca_topic_score_gemma":0.001798429,"domain_scores_codex":[0.9994712,0.00008126169,0.00006078748,0.0001141495,0.0002042081,0.00006838472],"domain_scores_gemma":[0.998926,0.0003794313,0.0004083462,0.00007907263,0.0001693409,0.00003784804],"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":[0.0001232153,0.0001461979,0.0005339039,0.0002000086,0.000009165637,0.00005058775,0.00006777167,0.005179023,0.9786617,0.000236499,0.00005214463,0.01473985],"study_design_scores_gemma":[0.00001972503,0.0004597711,0.001829318,0.0000122089,0.00002934097,0.00006345948,0.00003848773,0.009326841,0.9873037,0.0001301728,0.0007678718,0.00001906102],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8285422,0.001721327,0.1670836,0.00006414743,0.00004746306,0.0003132472,0.0001241942,0.0004070475,0.001696628],"genre_scores_gemma":[0.8174498,0.0009086031,0.1807784,0.00001344235,0.00001458191,0.000147823,0.00009989731,0.00009425438,0.0004930632],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.0009175097,"threshold_uncertainty_score":0.004221022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01517681918326904,"score_gpt":0.2370081556632627,"score_spread":0.2218313364799937,"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."}}