{"id":"W4416573337","doi":"10.3390/architecture5040117","title":"Lowering Energy and Material Consumption Through Modular Dwelling Design","year":2025,"lang":"en","type":"article","venue":"Architecture","topic":"Product Development and Customization","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Modular design; Modularity (biology); Desk; Energy consumption; Key (lock); Sustainability; Consumption (sociology); Efficient energy use","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":[0.00009695,0.0001159214,0.000101896,0.0001217049,0.0001634487,0.0001735601,0.00008235988,0.00005119373,0.00006475645],"category_scores_gemma":[0.00002455917,0.000106071,0.00001734465,0.0001762699,0.00002935362,0.0002952674,0.0000898915,0.0000487187,0.00001082425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001025523,"about_ca_system_score_gemma":0.000009830129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004136809,"about_ca_topic_score_gemma":0.000009913456,"domain_scores_codex":[0.9994245,0.00000740772,0.0001222922,0.0002173324,0.00007829902,0.0001502401],"domain_scores_gemma":[0.9997997,0.00001366715,0.00004987792,0.0001043635,0.0000284817,0.000003894404],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001424178,0.0002046662,0.0228789,0.002285981,0.0004441615,0.00006209828,0.001573488,0.07537429,0.1699444,0.2889275,0.01646511,0.4204153],"study_design_scores_gemma":[0.002624118,0.00001958561,0.01320465,0.0006002004,0.0002552586,0.00001397713,0.0001223978,0.02645237,0.08989664,0.3875101,0.4779108,0.001389843],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4058653,0.0003885851,0.5863387,0.001252803,0.0009697946,0.0002153996,9.3043e-7,0.0002465062,0.004722062],"genre_scores_gemma":[0.9945417,0.00004205428,0.003181891,0.001375517,0.0004514846,0.00001305158,0.00003344347,0.00001341838,0.0003474406],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5886765,"threshold_uncertainty_score":0.432545,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01200397028606938,"score_gpt":0.2031247248247857,"score_spread":0.1911207545387163,"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."}}