{"id":"W4210912204","doi":"10.1007/978-3-030-02006-4_323-1","title":"Life Cycle Assessment","year":2022,"lang":"en","type":"book-chapter","venue":"","topic":"Environmental Impact and Sustainability","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Environmental science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009420333,0.0008909195,0.0003883516,0.002169767,0.0006540879,0.002549177,0.001212258,0.0009131765,0.09459744],"category_scores_gemma":[0.001681291,0.0003242908,0.0005199034,0.001457189,0.0003427379,0.001917889,0.001112619,0.00101057,0.03804478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002497764,"about_ca_system_score_gemma":0.002677378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009211581,"about_ca_topic_score_gemma":0.01492394,"domain_scores_codex":[0.9990878,0.0001355944,0.00002393259,0.0000863203,0.0006082954,0.00005804104],"domain_scores_gemma":[0.9994424,0.0001005524,0.00002010437,0.00008852397,0.0003203429,0.00002804854],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003275176,0.00008279666,0.0005061657,0.0002882483,0.00001882239,0.00006876697,0.0001245279,0.007080174,0.001635674,0.1018231,0.3107482,0.5775908],"study_design_scores_gemma":[0.000001814761,0.00001611572,0.0003457811,0.0001352454,0.000004768577,0.00004147465,0.00005658779,0.001602042,0.0008138378,0.01966168,0.9773132,0.0000074246],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001170399,0.003308517,0.02200714,0.001224319,0.0004537859,0.0001830206,0.002419865,0.0006101949,0.9686229],"genre_scores_gemma":[0.01849635,0.005584866,0.01584624,0.000675583,0.0001306621,0.0002101322,0.00470617,0.0003417336,0.9540082],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09459744,"threshold_uncertainty_score":0.31646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009692959836522968,"score_gpt":0.2429116699299611,"score_spread":0.2332187100934382,"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."}}