{"id":"W7092181721","doi":"10.1007/978-3-031-97693-3_24","title":"From Theory to Practice: Integrating Real-World Insights into Sustainable Construction Decision-Making","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Sustainability; Process (computing); Key (lock); Identification (biology); Set (abstract data type); Sustainable development; Domain (mathematical analysis)","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":[0.01539718,0.001326618,0.0009615687,0.003004176,0.002436926,0.0175896,0.003717784,0.004368592,0.007615434],"category_scores_gemma":[0.0307245,0.0007578004,0.0006010729,0.004381652,0.03053031,0.02242868,0.006015861,0.005773928,0.001176314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0090693,"about_ca_system_score_gemma":0.01041154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003400619,"about_ca_topic_score_gemma":0.006819914,"domain_scores_codex":[0.9838306,0.01245805,0.0003687505,0.0007050964,0.002111292,0.0005261805],"domain_scores_gemma":[0.9635739,0.031593,0.0009312129,0.001840981,0.001464656,0.0005963093],"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":[0.00002047796,0.00009151488,0.0006461018,0.0004919911,0.00003048511,0.0002115432,0.01153907,0.005106516,0.0002191782,0.9283574,0.005286136,0.04799964],"study_design_scores_gemma":[0.00000780576,0.00002943597,0.0003279959,0.0006996535,0.00001230457,0.00005676323,0.0112429,0.006156484,0.0003444942,0.9536119,0.02749037,0.00001993873],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04973965,0.01376926,0.4172337,0.09427924,0.001299658,0.0003036772,0.0002586849,0.0003230309,0.4227932],"genre_scores_gemma":[0.8741586,0.007371584,0.1067547,0.002133571,0.0002240023,0.000339985,0.0001890067,0.0001840519,0.008644408],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0175896,"threshold_uncertainty_score":0.081429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003983550672873069,"score_gpt":0.2460741090195908,"score_spread":0.2420905583467177,"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."}}