{"id":"W4399765514","doi":"10.32920/26052436","title":"Whole Building Life Cycle Assessment of New Multi-Unit Residential Buildings in Southern Ontario","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Environmental Impact and Sustainability","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Unit (ring theory); Life-cycle assessment; Architectural engineering; Environmental science; Geography; Engineering; Psychology; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002479037,0.0003752268,0.0002883336,0.001254172,0.0007097265,0.0007483221,0.0004551382,0.0002175278,0.0013076],"category_scores_gemma":[0.0004232964,0.0002280061,0.0006088455,0.002269917,0.00027077,0.0002805066,0.000347429,0.0001401112,0.0001752309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01811915,"about_ca_system_score_gemma":0.005442475,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9324161,"about_ca_topic_score_gemma":0.977969,"domain_scores_codex":[0.9997129,0.00001588133,0.00001102943,0.00002712223,0.000184075,0.00004891989],"domain_scores_gemma":[0.9996951,0.00002569427,0.00002769151,0.00001159625,0.0002200769,0.00001985638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0005622826,0.0001874119,0.4082442,0.001076229,0.0002237514,0.001627893,0.002640786,0.4227223,0.02330636,0.002286135,0.003506993,0.1336157],"study_design_scores_gemma":[0.00002991405,0.0001957563,0.8160447,0.00008232429,0.0001555301,0.0001483163,0.003438836,0.1567194,0.005861557,0.00041822,0.01683576,0.00006962859],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9838018,0.0004471698,0.002171036,0.00004419274,0.000004232108,0.0001350272,0.003256524,0.00003785947,0.01010211],"genre_scores_gemma":[0.9899269,0.000413612,0.002317254,0.000008498109,0.000001516025,0.00005882268,0.002451494,0.00001010556,0.004811741],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06758392,"threshold_uncertainty_score":0.1359638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02199336830512512,"score_gpt":0.3066590396069164,"score_spread":0.2846656713017913,"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."}}