{"id":"W4402782054","doi":"10.1002/adsu.202400385","title":"Net Zero Energy‐Ready Buildings: A Canadian Construction Perspective and Evaluation","year":2024,"lang":"en","type":"article","venue":"Advanced Sustainable Systems","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; University of Prince Edward Island","funders":"Natural Resources Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Zero-energy building; Perspective (graphical); Zero (linguistics); Architectural engineering; Zero-point energy; Energy (signal processing); Geography; Civil engineering; Engineering; Computer science; Physics; Mathematics; Statistics; Artificial intelligence; Linguistics; Philosophy","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.003064344,0.001073554,0.0004708971,0.003942444,0.001875106,0.003379558,0.001432403,0.0003701252,0.002864412],"category_scores_gemma":[0.002734136,0.0002009735,0.0005577584,0.006937039,0.00148447,0.0008728573,0.001116825,0.000656431,0.0002160532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06886721,"about_ca_system_score_gemma":0.07964814,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9531953,"about_ca_topic_score_gemma":0.9816257,"domain_scores_codex":[0.9956689,0.0004338583,0.00006804923,0.0001210688,0.003298892,0.0004093614],"domain_scores_gemma":[0.9964561,0.0002245291,0.0001416364,0.00006161392,0.002944969,0.0001711973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000690527,0.0004356454,0.05348732,0.009743636,0.00042079,0.0007321315,0.003289535,0.03603222,0.01118283,0.1533963,0.02923759,0.7013515],"study_design_scores_gemma":[0.00008332849,0.001386639,0.2343747,0.006051536,0.001073211,0.0004382058,0.01404026,0.01652092,0.01793321,0.006836371,0.7009326,0.0003289715],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3702737,0.1565831,0.01113763,0.005907363,0.0003099911,0.0007640584,0.005424691,0.000137702,0.4494617],"genre_scores_gemma":[0.8660636,0.1088928,0.01014133,0.0002957286,0.00003471475,0.0001180935,0.001920162,0.00004267956,0.0124909],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06886721,"threshold_uncertainty_score":0.4996689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004395371421838586,"score_gpt":0.2151834769389909,"score_spread":0.2107881055171523,"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."}}