{"id":"W4408813104","doi":"10.3390/architecture5020022","title":"Life Cycle Homes for Adaptability, Circularity, and Sustainability","year":2025,"lang":"en","type":"article","venue":"Architecture","topic":"BIM and Construction Integration","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Adaptability; Sustainability; Computer science; Biology; 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":[],"consensus_categories":[],"category_scores_codex":[0.00007465183,0.00008162107,0.0000981358,0.00005972685,0.00006932454,0.00002964744,0.00005327578,0.00007125499,0.00001361094],"category_scores_gemma":[0.0001914339,0.0000748403,0.00004442493,0.0001058881,0.00006150016,0.0000343201,0.00002143868,0.000119104,4.107805e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003706289,"about_ca_system_score_gemma":0.00005942927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001849926,"about_ca_topic_score_gemma":0.00008086829,"domain_scores_codex":[0.9995914,0.00001426827,0.0001022842,0.0001318143,0.00004171965,0.0001184802],"domain_scores_gemma":[0.9996731,0.00006767602,0.000007218405,0.0001453016,0.00005487869,0.00005187875],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004754127,0.00003327659,0.02523953,0.001434972,0.0001248979,6.337658e-7,0.0007493746,0.02442097,0.0006048127,0.1176599,0.002008036,0.827676],"study_design_scores_gemma":[0.0007019608,0.00003936704,0.07384211,0.00002958448,0.00004714837,0.000009622301,0.0005918051,0.03886403,0.0009944149,0.829208,0.0553963,0.0002756844],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6069304,0.001324251,0.3835385,0.003535278,0.0004109274,0.0005373958,0.00002270777,0.0003456208,0.0033549],"genre_scores_gemma":[0.9987045,0.000008826721,0.001008361,0.0001083601,0.00003934181,0.00005353362,0.000005194905,0.000006617568,0.00006527463],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8274003,"threshold_uncertainty_score":0.3051899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003997414508288337,"score_gpt":0.2183436284325328,"score_spread":0.2143462139242445,"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."}}