{"id":"W2029330789","doi":"10.1080/19397038.2011.634033","title":"Initial analysis of cost, energy and carbon dioxide emissions in single point incremental forming – producing an aluminium hat","year":2011,"lang":"en","type":"article","venue":"International Journal of Sustainable Engineering","topic":"Metal Forming Simulation Techniques","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Lubricant; Aluminium; Embodied energy; Process (computing); Carbon dioxide; Process engineering; Engineering; Mechanical engineering; Environmental science; Automotive engineering; Metallurgy; Materials science; Computer science; Chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004562714,0.0001398824,0.0002935615,0.001625923,0.00001467949,0.00002330255,0.0002126771,0.00006001595,0.00002013475],"category_scores_gemma":[0.0001660871,0.0001468513,0.00008179709,0.0004050753,0.00001821758,0.000733923,0.00006710736,0.0001411455,2.663345e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003303372,"about_ca_system_score_gemma":0.00002863218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002836466,"about_ca_topic_score_gemma":0.00002299458,"domain_scores_codex":[0.9987401,0.00001620524,0.0006299138,0.0001095768,0.0002959244,0.0002082267],"domain_scores_gemma":[0.9993091,0.0000501565,0.0001592963,0.0001081617,0.0002834159,0.00008992256],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002689054,0.0004306401,0.02311642,0.0003027298,0.00287215,0.001006948,0.01414209,0.6486866,0.2792225,0.01495938,0.00001818888,0.01497343],"study_design_scores_gemma":[0.0007907007,0.0002218953,0.009195746,0.000298524,0.0002569265,0.0001149331,0.003102463,0.3166483,0.6678132,0.0007687813,0.000401845,0.0003866816],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.982456,0.0001507887,0.01644653,0.000007839473,0.0001914486,0.00007648797,0.000002710095,0.00004977958,0.0006183828],"genre_scores_gemma":[0.9953595,0.00002854233,0.004469799,0.000005659242,0.000076523,0.000006044179,0.000005913522,0.00002615627,0.00002188781],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3885907,"threshold_uncertainty_score":0.5988423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01627734258753619,"score_gpt":0.2494683089626472,"score_spread":0.2331909663751111,"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."}}