{"id":"W4389609921","doi":"10.1007/978-3-031-41173-1","title":"Advancement of Science and Technology in Sustainable Manufacturing and Process Engineering","year":2023,"lang":"en","type":"book","venue":"Green energy and technology","topic":"Sustainable Supply Chain Management","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Manufacturing engineering; Process (computing); Engineering; Computer science","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"],"consensus_categories":[],"category_scores_codex":[0.0004761302,0.0003438333,0.0004833896,0.006905589,0.0001804951,0.0000678159,0.0004326622,0.0004125955,0.000006409362],"category_scores_gemma":[0.0001816038,0.0003671846,0.00001350033,0.001920528,0.001143678,0.0004765001,0.001901986,0.0002775198,0.000001220593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001753827,"about_ca_system_score_gemma":0.0001237447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003852143,"about_ca_topic_score_gemma":0.0001829264,"domain_scores_codex":[0.9979708,0.000002162617,0.0003468695,0.0007187992,0.0002729359,0.0006884407],"domain_scores_gemma":[0.9990555,0.00003034769,0.0002415706,0.0003422621,0.000314408,0.00001591167],"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":[0.0000130692,0.00001945898,0.0007673519,0.003557065,0.00004203007,0.0002822262,0.0000275769,0.0001178959,0.00005806522,0.9442256,0.0001979519,0.05069168],"study_design_scores_gemma":[0.001059716,0.00007885505,0.0003320748,0.0005755504,0.00009276946,0.00002238777,0.00400145,0.003021355,0.001308643,0.4423738,0.5462939,0.0008395499],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.609533,0.03606946,0.003613674,0.1060532,0.002172363,0.00994336,0.00003521577,0.009730217,0.2228495],"genre_scores_gemma":[0.68336,0.001600692,0.0002693326,0.0002793196,0.0002738791,0.0004440128,0.00003045916,0.0001921059,0.3135501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5460959,"threshold_uncertainty_score":0.999878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003683375798737942,"score_gpt":0.1839216490971672,"score_spread":0.1802382732984293,"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."}}