{"id":"W3031711627","doi":"10.1007/978-3-030-45089-2_11","title":"Sheet Based Process","year":2020,"lang":"en","type":"book-chapter","venue":"","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Consolidation (business); Process (computing); Manufacturing engineering; Engineering; Machining; Engineering drawing; Computer science; Mechanical engineering; Business","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00001825513,0.0002859696,0.0002675681,0.00004107318,0.00002212865,0.00004526318,0.0001388696,0.0001666736,0.01192586],"category_scores_gemma":[0.000005548131,0.0002555382,0.00005483902,0.000008566988,0.00002086202,0.00003898209,0.0000161413,0.0001556292,0.0007044747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001685529,"about_ca_system_score_gemma":0.00002473024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":5.497989e-7,"about_ca_topic_score_gemma":0.000001451338,"domain_scores_codex":[0.999403,0.000001327634,0.0001584862,0.0001911353,0.0001252403,0.0001208371],"domain_scores_gemma":[0.9997295,0.00002297963,0.00002793053,0.0001190023,0.00002909784,0.0000715213],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001963928,0.00004479937,0.000007055482,0.04236728,0.001367691,0.000710671,0.0005053099,0.08348005,0.001590354,0.2449661,0.573078,0.05168628],"study_design_scores_gemma":[0.0001498687,0.0000387173,0.000004250083,0.000212201,0.00004654877,0.000002269204,0.000003005532,0.001513625,0.03746528,0.01739209,0.9424353,0.000736876],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001633034,0.0001583168,0.002246523,0.00006912105,0.0002576129,0.000113086,0.0001471236,0.0008575426,0.9961343],"genre_scores_gemma":[0.4296972,0.0002051828,0.00124212,0.001437008,0.002006719,0.00005950898,0.000760423,0.0006664265,0.5639254],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4322089,"threshold_uncertainty_score":0.9999897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01455324592408215,"score_gpt":0.1966418910204394,"score_spread":0.1820886450963573,"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."}}