{"id":"W3016874182","doi":"10.1088/1748-9326/ab89d7","title":"Review of life-cycle based methods for absolute environmental sustainability assessment and their applications","year":2020,"lang":"en","type":"article","venue":"Environmental Research Letters","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":265,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University; Polytechnique Montréal","funders":"Universiteit Leiden; Polytechnique Montréal","keywords":"Life-cycle assessment; Sustainability; Environmental science; Absolute (philosophy); Economics; Production (economics); Ecology","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":[0.001298364,0.0001890812,0.0002843054,0.00007076426,0.0001384853,0.00002439181,0.0002390239,0.00004579045,0.0001404566],"category_scores_gemma":[0.00007035091,0.0001801464,0.0001060734,0.0001343328,0.0002881439,0.0001001979,0.0001350877,0.0002789266,0.000003577848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006441595,"about_ca_system_score_gemma":0.0000608268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002874495,"about_ca_topic_score_gemma":6.602753e-8,"domain_scores_codex":[0.9983382,0.0002802989,0.0003176782,0.0003565459,0.0002605761,0.0004466886],"domain_scores_gemma":[0.9987916,0.0005686646,0.00004264193,0.000311666,0.000008292842,0.0002771854],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001098428,0.0006258957,0.003503041,0.02755782,0.000358703,0.000006506597,0.0005446046,0.007429665,0.5301985,0.0004311101,0.01677461,0.4124598],"study_design_scores_gemma":[0.004299207,0.001079135,0.02837255,0.001013646,0.0001468965,0.00000478724,0.006473383,0.5045071,0.03787205,0.002833309,0.4116242,0.00177378],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02396734,0.01994932,0.9404697,0.01137316,0.00002981222,0.003882632,0.0001401221,0.00009155409,0.00009629585],"genre_scores_gemma":[0.9519574,0.004589059,0.03884979,0.00281601,0.00007842155,0.001536081,0.0000912652,0.00006733502,0.00001463647],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9279901,"threshold_uncertainty_score":0.7346158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03236425964210631,"score_gpt":0.365532633088298,"score_spread":0.3331683734461917,"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."}}