{"id":"W4367692862","doi":"10.1007/s13412-023-00836-7","title":"Making embodied carbon mainstream: a framework for cities to leverage waste, equity, and preservation policy to reduce embodied emissions in buildings","year":2023,"lang":"en","type":"article","venue":"Journal of Environmental Studies and Sciences","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pacific Institute for Climate Solutions; University of Victoria","funders":"","keywords":"Incrementalism; Framing (construction); Climate change mitigation; Embodied energy; Equity (law); Affordable housing; Business; Greenhouse gas; Economics; Engineering; Economic growth; Political science; Civil engineering; Politics","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":[0.01148353,0.001534465,0.0006807694,0.00310045,0.004999947,0.01404148,0.004567644,0.009973908,0.009327005],"category_scores_gemma":[0.006201442,0.0007817523,0.001431992,0.001704109,0.02559162,0.0133128,0.01563645,0.008173572,0.001100955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0143673,"about_ca_system_score_gemma":0.02125415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01234894,"about_ca_topic_score_gemma":0.02066954,"domain_scores_codex":[0.9946497,0.002904697,0.0001594556,0.0006063219,0.000907234,0.000772606],"domain_scores_gemma":[0.9969073,0.001191971,0.0002484141,0.000369074,0.0006111956,0.0006721257],"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":[0.000003751852,0.00002108068,0.00005386233,0.00002089004,0.00000326197,0.00003840145,0.0002944708,0.004062971,0.00007994298,0.9917549,0.001227864,0.002438616],"study_design_scores_gemma":[0.00001872124,0.00002554151,0.00009210868,0.0001516986,0.00001128855,0.0000176684,0.001015157,0.007858105,0.0002907543,0.9311183,0.05937386,0.00002679611],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01587967,0.002173227,0.502878,0.1008109,0.001170012,0.0006248431,0.000180599,0.0005613442,0.3757214],"genre_scores_gemma":[0.7147734,0.001999601,0.2427437,0.00882927,0.0004689075,0.001268834,0.0001074247,0.0002432913,0.0295656],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0143673,"threshold_uncertainty_score":0.1042426,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07933935860426039,"score_gpt":0.3649569293013804,"score_spread":0.28561757069712,"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."}}