{"id":"W2738762310","doi":"","title":"Design for Manufacturing - One-Piece, Fibre-Placed Composite Helicopter Tailboom","year":2011,"lang":"en","type":"article","venue":"NPARC","topic":"Mechanical Engineering and Vibrations Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Composite number; Engineering drawing; Computer science; Manufacturing engineering; Engineering; Composite material; Materials science","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":[0.0003961131,0.0004476051,0.0002136945,0.0003986029,0.000392055,0.0006696124,0.0006191086,0.000687513,0.002816202],"category_scores_gemma":[0.0003436559,0.0002848067,0.0003266506,0.0001846635,0.0003260066,0.0003031623,0.0002880539,0.0003035019,0.0009983891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006031733,"about_ca_system_score_gemma":0.0007818211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001575118,"about_ca_topic_score_gemma":0.003133534,"domain_scores_codex":[0.9996438,0.00005066595,0.00001368901,0.00004489606,0.0002125272,0.00003445923],"domain_scores_gemma":[0.9997831,0.00002547921,0.00004105077,0.0000269862,0.0001065567,0.00001686992],"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":[0.0002109058,0.0001355678,0.002188038,0.000956315,0.00004395731,0.0005994005,0.0005605656,0.1124919,0.6971777,0.01967225,0.004405733,0.1615576],"study_design_scores_gemma":[0.0001784796,0.003608799,0.01281621,0.0002239896,0.000145198,0.001879881,0.0005744358,0.3880785,0.3043876,0.007060087,0.2809462,0.0001006235],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1150559,0.0006071507,0.8342669,0.000178067,0.0001207597,0.0008921091,0.0002036868,0.00142562,0.04724978],"genre_scores_gemma":[0.4951548,0.0006457191,0.4721724,0.00009098581,0.00003047047,0.0006183242,0.000298265,0.0002273735,0.03076167],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002816202,"threshold_uncertainty_score":0.00942111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05966172270227574,"score_gpt":0.2473339544783001,"score_spread":0.1876722317760244,"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."}}