{"id":"W4393147727","doi":"10.1111/jiec.13490","title":"Life cycle sustainability assessment for sustainable development goals","year":2024,"lang":"en","type":"article","venue":"Journal of Industrial Ecology","topic":"Environmental Impact and Sustainability","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Sustainability; Industrial ecology; Sustainable development; Life-cycle assessment; Business; Environmental resource management; Environmental economics; Environmental planning; Process management; Environmental science; Economics; Ecology; Production (economics); Biology","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":[0.005089232,0.001225137,0.0005670408,0.004633759,0.0008482004,0.004129528,0.001306415,0.001529216,0.007900658],"category_scores_gemma":[0.006896832,0.0003948012,0.001085624,0.002150151,0.0005998843,0.002717274,0.002337827,0.001277859,0.001367025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005813347,"about_ca_system_score_gemma":0.008357517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01415013,"about_ca_topic_score_gemma":0.0157262,"domain_scores_codex":[0.9966409,0.001101691,0.00009840962,0.0001328172,0.001606251,0.0004199161],"domain_scores_gemma":[0.9974643,0.0006075026,0.0001363569,0.0001344392,0.001514738,0.0001426291],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001828682,0.0002599822,0.007517635,0.0005933727,0.0002068802,0.0002058122,0.0005519263,0.1548779,0.002075804,0.6072754,0.0444069,0.1818455],"study_design_scores_gemma":[0.00003470947,0.000276816,0.006768413,0.001244036,0.0001876525,0.0001580586,0.001697476,0.1565413,0.00456572,0.5221065,0.3063352,0.00008404072],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08303769,0.00593755,0.2255685,0.0126808,0.000596182,0.0007565582,0.005798209,0.0008951237,0.6647294],"genre_scores_gemma":[0.8243694,0.004055423,0.118124,0.001749197,0.0001576608,0.001018277,0.005663139,0.0003608986,0.04450187],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01415013,"threshold_uncertainty_score":0.04217899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01756944575665697,"score_gpt":0.2996313060079646,"score_spread":0.2820618602513076,"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."}}