{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004551072,0.0004107669,0.0001386529,0.0006103532,0.0003002821,0.0005691205,0.0004777102,0.0002050959,0.002255491],"category_scores_gemma":[0.0008554693,0.0001123281,0.0002070618,0.000348433,0.0003825942,0.0005935152,0.0007025087,0.0001843421,0.0002869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003349048,"about_ca_system_score_gemma":0.0004518616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004530879,"about_ca_topic_score_gemma":0.002389631,"domain_scores_codex":[0.9996978,0.0001105086,0.00001136115,0.00003616227,0.0001012605,0.00004289415],"domain_scores_gemma":[0.9997137,0.00009231909,0.00006524022,0.0000559069,0.00004815217,0.00002470889],"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":[0.0003307451,0.0007064163,0.03535972,0.001071358,0.0001013134,0.0005112099,0.003070628,0.0398883,0.1593869,0.03542671,0.002238158,0.7219086],"study_design_scores_gemma":[0.0002165833,0.01044172,0.2126119,0.0007034755,0.000558042,0.003812101,0.0103977,0.09727862,0.3350412,0.05178407,0.2769355,0.0002190914],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8575224,0.000623908,0.1120968,0.0002546214,0.00003133464,0.0001239199,0.00007558778,0.0003231499,0.02894818],"genre_scores_gemma":[0.9228719,0.0002732507,0.07260614,0.00003352674,0.000007979294,0.00005161825,0.00003760816,0.00003546963,0.004082448],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002255491,"threshold_uncertainty_score":0.007545412,"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."}}