{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006593474,0.0001483124,0.0001570521,0.00006601128,0.00003574496,0.00001640165,0.0001478795,0.00005958367,0.00008748058],"category_scores_gemma":[0.00001638642,0.0001490781,0.00003463221,0.00005036397,0.00003086243,0.0001310546,0.00001731842,0.00006388861,0.0000085579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003599222,"about_ca_system_score_gemma":0.000008091873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002171644,"about_ca_topic_score_gemma":5.901227e-7,"domain_scores_codex":[0.9992694,0.000006846464,0.0002216078,0.0001499072,0.0001315849,0.0002206456],"domain_scores_gemma":[0.9996509,0.00008219756,0.00006621489,0.0001138062,0.00004208066,0.00004478828],"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":[0.0007400304,0.0005342934,0.001523126,0.01382561,0.000531548,0.00001784946,0.01349311,0.2261513,0.6989006,0.00006068877,0.003403236,0.04081861],"study_design_scores_gemma":[0.000337781,0.00007006327,0.0005105163,0.00009982818,0.00003037168,0.000004050565,0.00003005429,0.1425316,0.856024,0.0001375764,0.00006303791,0.0001611182],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9806004,0.00002849036,0.01578323,0.000003884292,0.00007550748,0.0002845959,0.00001911362,0.0005515879,0.002653256],"genre_scores_gemma":[0.9585872,0.000003691072,0.0411779,0.000004805491,0.000008038526,0.00009200043,0.00001107586,0.0000410002,0.00007428869],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1571234,"threshold_uncertainty_score":0.607923,"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."}}