{"id":"W7161773188","doi":"10.82308/15194","title":"Design for manufacturability of a composite helicopter structure made by resin transfer moulding","year":2008,"lang":"en","type":"dissertation","venue":"","topic":"Epoxy Resin Curing Processes","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Design for manufacturability; Composite number; Manufacturing cost; Quality (philosophy); Injection moulding; Work (physics); Production (economics); Transfer molding","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0000648911,0.0004132665,0.0005215767,0.0001213192,0.00006444548,0.00002931141,0.0002553916,0.0004992926,0.0001209297],"category_scores_gemma":[0.00001751706,0.0003922581,0.0001343918,0.0000976944,0.00002534552,0.0001114099,0.000004199676,0.0003074123,0.000001980583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006954077,"about_ca_system_score_gemma":0.00003590306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002345533,"about_ca_topic_score_gemma":0.00005346625,"domain_scores_codex":[0.9986187,0.00002354014,0.0004852712,0.0003399493,0.0002350607,0.0002974608],"domain_scores_gemma":[0.9993257,0.0001808729,0.00004578231,0.0002760742,0.0001085641,0.00006300137],"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":[0.0003728167,0.00003580744,0.00004096311,0.009171697,0.0002535551,0.000002088656,0.002013616,0.02658985,0.9529411,0.00001551806,0.006365772,0.002197263],"study_design_scores_gemma":[0.0003343946,0.0000407295,0.0005121726,0.0001951803,0.00006948003,0.000004437988,0.00006847688,0.001047302,0.9966601,0.0002255333,0.000446362,0.0003958888],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9374534,0.001918864,0.05777603,0.00001197254,0.0003589369,0.0009940469,0.0002549311,0.0003348004,0.00089695],"genre_scores_gemma":[0.9838409,0.0002350163,0.01235531,0.00001410743,0.00005261283,0.00006990279,0.0009759694,0.0001491551,0.002307021],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04638744,"threshold_uncertainty_score":0.999853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01574408764606114,"score_gpt":0.2460014055195208,"score_spread":0.2302573178734596,"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."}}