{"id":"W7067264524","doi":"","title":"Making automation pay - cost & throughput trade-offs in the manufacture of large composite components","year":2015,"lang":"en","type":"article","venue":"CERES (Cranfield University)","topic":"Libraries and Information Services","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bombardier (Canada)","funders":"Department for Employment and Learning, Northern Ireland","keywords":"Nucleofection; Gestational period; Diafiltration; Fusible alloy; Liquation; Hyporeflexia; TSG101","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009740602,0.00008589105,0.0001245675,0.0001191891,0.0001722533,0.0001039585,0.0002997725,0.00005098796,0.0004941807],"category_scores_gemma":[0.000003569321,0.00005777011,0.00004881272,0.00007452981,0.00006385911,0.0008840133,0.00005842834,0.0001298536,0.00002136087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001971764,"about_ca_system_score_gemma":0.00001795579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002868978,"about_ca_topic_score_gemma":0.001557237,"domain_scores_codex":[0.9994081,0.00006454151,0.0001556352,0.00007898374,0.0001612945,0.0001315062],"domain_scores_gemma":[0.999608,0.00006256317,0.0001145016,0.000155954,0.00003291107,0.00002603728],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001585696,0.0001573891,0.004378308,0.0001433837,0.0000548123,0.00001171298,0.2477481,0.0001831772,0.000018607,0.7210112,0.02499941,0.001135339],"study_design_scores_gemma":[0.0007000658,0.00002280884,0.005257156,0.00003646081,0.00001436384,0.000001161476,0.02806842,0.0003492997,0.00004590477,0.0005521832,0.9648595,0.00009266256],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4359197,0.00005201551,0.000510672,0.005013428,0.0005435966,0.000404115,0.0001087726,0.00008759976,0.5573601],"genre_scores_gemma":[0.9972755,0.000009343667,0.00005076354,0.001182627,0.00007921658,3.774178e-7,0.00008491906,0.000003914963,0.0013133],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9398601,"threshold_uncertainty_score":0.5410932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09336559414377238,"score_gpt":0.2497752199773121,"score_spread":0.1564096258335397,"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."}}