{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001292464,0.0002802015,0.000350929,0.0002076654,0.0002606631,0.0001545757,0.0001822377,0.0001456001,0.0000074587],"category_scores_gemma":[0.001197374,0.0003052432,0.0001119243,0.0003509156,0.000173548,0.0002487524,0.00008340307,0.0001740377,3.305636e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003805324,"about_ca_system_score_gemma":0.001232063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003346513,"about_ca_topic_score_gemma":0.000001487395,"domain_scores_codex":[0.9982831,0.000114417,0.000360549,0.0004917437,0.00007696121,0.0006732025],"domain_scores_gemma":[0.9977667,0.0004943554,0.00003214299,0.0005250528,0.00106827,0.0001135147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005164177,0.0005870742,0.0588154,0.04940228,0.0006860921,0.00008140602,0.001756332,0.383472,0.0003337237,0.3122992,0.01327311,0.178777],"study_design_scores_gemma":[0.001041165,0.00008876681,0.003739656,0.00002520959,0.000082697,0.000002075865,0.00394737,0.09347761,0.001567472,0.8482623,0.04727902,0.0004866959],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09950922,0.001030381,0.8937516,0.001358236,0.000178831,0.002847068,0.000003588418,0.0005364813,0.0007845692],"genre_scores_gemma":[0.996067,0.00001366802,0.00291206,0.00009071911,0.00004226333,0.0005325885,0.000003944579,0.000033219,0.0003045232],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8965578,"threshold_uncertainty_score":0.99994,"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."}}