{"id":"W4408829830","doi":"10.3390/su17072921","title":"Housing Design for Circular Economy and Sustainability","year":2025,"lang":"en","type":"article","venue":"Sustainability","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Circular economy; Sustainability; Sustainable design; Business; Economics; Economic system; Architectural engineering; Engineering; Ecology","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":[0.0007116754,0.0003044118,0.0001889612,0.0004681662,0.0006771568,0.001955014,0.0003804931,0.0007228919,0.008264775],"category_scores_gemma":[0.001127525,0.0001480817,0.0003062714,0.0004383474,0.002336856,0.001658432,0.00125352,0.000515443,0.0008361912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001130292,"about_ca_system_score_gemma":0.0009014712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001055597,"about_ca_topic_score_gemma":0.001787924,"domain_scores_codex":[0.9995813,0.0001698094,0.00002294774,0.00005869832,0.000113039,0.00005411809],"domain_scores_gemma":[0.9995346,0.000173263,0.00007759522,0.00005946459,0.000125162,0.00002994925],"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":[0.00004189854,0.00003773752,0.001896965,0.0005472551,0.00001390602,0.0002052606,0.0007581208,0.01259306,0.003441032,0.8546253,0.004933944,0.1209055],"study_design_scores_gemma":[0.00002418042,0.0003467646,0.00549062,0.0005974671,0.0000421609,0.0008489857,0.003003862,0.02133298,0.008034269,0.4679083,0.4923134,0.00005699182],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1720547,0.02530082,0.338955,0.0121353,0.001567386,0.0002761269,0.0002309873,0.0003008184,0.4491788],"genre_scores_gemma":[0.8909069,0.006924108,0.06495983,0.0006635568,0.0002164388,0.0001545997,0.00007849427,0.00008401032,0.03601211],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008264775,"threshold_uncertainty_score":0.02764845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00944749431756943,"score_gpt":0.2601816154624519,"score_spread":0.2507341211448825,"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."}}