{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001190313,0.0003579769,0.0001795489,0.0005695709,0.002093039,0.003625601,0.000635689,0.00108405,0.007214954],"category_scores_gemma":[0.001474132,0.0001475909,0.0003148195,0.000676321,0.007032003,0.004121239,0.003978975,0.001048824,0.0005202504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001962208,"about_ca_system_score_gemma":0.001645448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001629841,"about_ca_topic_score_gemma":0.003689773,"domain_scores_codex":[0.998984,0.0005524665,0.0000380065,0.0001178612,0.0002032198,0.0001044082],"domain_scores_gemma":[0.9994381,0.0002110566,0.00005651085,0.0001154421,0.00009427971,0.0000846804],"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":[0.00001139927,0.00002452138,0.0005172923,0.00008651568,0.00000384054,0.00009880967,0.005322653,0.0006742525,0.0005524906,0.941931,0.004077909,0.04669933],"study_design_scores_gemma":[0.00001040988,0.000117495,0.002681847,0.0004078605,0.00001462638,0.0006855564,0.01183704,0.002652028,0.001606863,0.4910871,0.4888566,0.00004254274],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1043873,0.01429717,0.2866878,0.02192331,0.0008720312,0.0002482396,0.0001365035,0.0004610892,0.5709867],"genre_scores_gemma":[0.8544074,0.004521437,0.1046384,0.001496415,0.0001383392,0.0002726921,0.00006474054,0.00009814913,0.03436241],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007214954,"threshold_uncertainty_score":0.02413648,"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."}}