{"id":"W7133030123","doi":"","title":"Designing For Less: Minimizing Embodied Emissions in Reinforced Concrete Residential Buildings","year":2025,"lang":"","type":"dissertation","venue":"TSpace","topic":"Environmental Impact and Sustainability","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hudbay Minerals (Canada)","funders":"","keywords":"Slab; Reinforced concrete; Embodied cognition; Embodied energy; Greenhouse gas; Resource (disambiguation)","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":[0.0002451111,0.0003436003,0.00022799,0.0001952114,0.0002624572,0.0004900028,0.0003754364,0.0003192471,0.001584693],"category_scores_gemma":[0.0004024887,0.0001765612,0.0001885837,0.0002290782,0.0003935529,0.0004894338,0.0004422792,0.0002476162,0.0002658635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004067551,"about_ca_system_score_gemma":0.0004566873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001601876,"about_ca_topic_score_gemma":0.004336593,"domain_scores_codex":[0.9998243,0.00005537928,0.000004515226,0.00002263958,0.00006881737,0.00002431109],"domain_scores_gemma":[0.999891,0.00004369741,0.0000263793,0.00001405013,0.00001677525,0.000008027489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001562749,0.0002154223,0.005520904,0.0006718676,0.00005026835,0.0002600272,0.001026933,0.5499511,0.2532106,0.02835564,0.0007339285,0.1598471],"study_design_scores_gemma":[0.00007231639,0.001858337,0.02702086,0.0003667896,0.0002427292,0.0005169873,0.004049605,0.5864527,0.2852954,0.04876078,0.04523991,0.0001236005],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7922457,0.0007409693,0.1797671,0.0002688166,0.00001937017,0.00005007926,0.00005143032,0.0001486974,0.02670771],"genre_scores_gemma":[0.9448853,0.0006282786,0.04862322,0.00003379392,0.000004457946,0.00002595875,0.00003397952,0.00004194194,0.005723049],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001601876,"threshold_uncertainty_score":0.005301297,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.024588627330846,"score_gpt":0.3312557736886109,"score_spread":0.3066671463577649,"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."}}