{"id":"W4382025870","doi":"10.1007/978-3-031-35368-0","title":"Fundamentals of Innovative Sustainable Homes Design and Construction","year":2023,"lang":"en","type":"book","venue":"The urban book series","topic":"Architecture and Computational Design","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Architectural engineering; Engineering ethics; Construction engineering; Engineering; Management science; Sociology; Computer science","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":[0.0002178182,0.0007119278,0.0004565952,0.0008453675,0.0007395947,0.003025577,0.0009566602,0.0009932682,0.04292547],"category_scores_gemma":[0.0003417838,0.0004360637,0.0003419891,0.001178399,0.001291761,0.001726784,0.001042977,0.001451459,0.01220813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00130238,"about_ca_system_score_gemma":0.001010539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002514571,"about_ca_topic_score_gemma":0.009071127,"domain_scores_codex":[0.9998052,0.00003081627,0.000006064757,0.0000194639,0.0001203963,0.00001818019],"domain_scores_gemma":[0.9999123,0.00002821746,0.00000444953,0.00001387787,0.00003184572,0.000009398389],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005056991,0.00002516768,0.00008631862,0.0001674583,0.000004200221,0.00005661518,0.0003064218,0.003667933,0.0007774995,0.7143847,0.1301775,0.150341],"study_design_scores_gemma":[0.000001494299,0.000006620797,0.0001403489,0.0001141547,0.000001823009,0.0001034465,0.0001296397,0.002187773,0.0002510291,0.0981967,0.8988606,0.000006354134],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006002008,0.01240781,0.04665611,0.001150538,0.0007912096,0.00003093359,0.00008993054,0.0002342646,0.938039],"genre_scores_gemma":[0.02152088,0.02194586,0.04106041,0.0003865855,0.0004138166,0.00009188868,0.0001830617,0.0002254181,0.9141722],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04292547,"threshold_uncertainty_score":0.1436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008918692888607355,"score_gpt":0.1914371714054165,"score_spread":0.1825184785168091,"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."}}