{"id":"W4415542278","doi":"10.5539/jsd.v18n6p133","title":"Quantifying the Joint Contribution of Demountable Construction and Bioclimatic Design to a Building's Sustainability. Case Study: Beardon Eco-House","year":2025,"lang":"","type":"article","venue":"Journal of Sustainable Development","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Joint (building); Generalization; Sustainable design; Value (mathematics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.003158193,0.0003889246,0.0003284383,0.002269138,0.0006725839,0.001257945,0.0006029395,0.0004018588,0.001470207],"category_scores_gemma":[0.005624451,0.0002070768,0.0004762459,0.00225248,0.001341569,0.0008176967,0.001541797,0.0003317088,0.0002037795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003705341,"about_ca_system_score_gemma":0.0009637658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03995155,"about_ca_topic_score_gemma":0.1961588,"domain_scores_codex":[0.9976236,0.0007636657,0.0001030274,0.0002303364,0.001083676,0.0001957388],"domain_scores_gemma":[0.9957566,0.001874858,0.0008509657,0.0002846505,0.0009859371,0.0002469569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002638966,0.0002976615,0.891187,0.0002502057,0.000154957,0.001172534,0.008217444,0.009927399,0.009175377,0.001454573,0.0008370565,0.07706185],"study_design_scores_gemma":[0.000006173925,0.0004624563,0.9730857,0.00003666977,0.00007504421,0.0003244358,0.01235064,0.005268514,0.004870614,0.0003189541,0.003161354,0.00003946625],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961239,0.00005538012,0.0006860222,0.00002509884,0.000001415103,0.00001993583,0.00009521118,0.000007691257,0.002985374],"genre_scores_gemma":[0.9966083,0.00004952429,0.002393468,0.000006801058,0.000001533074,0.00001680274,0.0001517505,0.000005378187,0.0007663902],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03995155,"threshold_uncertainty_score":0.07943803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02689123203455962,"score_gpt":0.2947374739101382,"score_spread":0.2678462418755785,"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."}}