{"id":"W4389449263","doi":"10.13189/cea.2024.120141","title":"Sustainable and Resilient Architecture: Prioritizing Climate Change Adaptation","year":2023,"lang":"en","type":"article","venue":"Civil Engineering and Architecture","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Climate change; Architecture; Adaptation (eye); Climate change adaptation; Environmental resource management; Resilience (materials science); Business; Environmental planning; Engineering; Environmental science; Geography; Ecology; Biology; Materials 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":[0.007130237,0.0008312966,0.0003559568,0.002293633,0.002461713,0.005537383,0.0009963656,0.001463532,0.003525048],"category_scores_gemma":[0.007678122,0.0004660475,0.0004570464,0.001250821,0.002548149,0.003929466,0.003775422,0.001222016,0.000451999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003443067,"about_ca_system_score_gemma":0.007085229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004403968,"about_ca_topic_score_gemma":0.01365011,"domain_scores_codex":[0.9946049,0.003063089,0.0001949452,0.0002383563,0.001284091,0.0006146191],"domain_scores_gemma":[0.9962399,0.001302562,0.0003504323,0.0003833135,0.001334119,0.0003896268],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001382352,0.0002765848,0.02461694,0.001690701,0.0001176774,0.00113962,0.02151412,0.08976677,0.03259737,0.264455,0.01161978,0.5520672],"study_design_scores_gemma":[0.00004342113,0.0008183841,0.0308707,0.001469373,0.0001483656,0.001813398,0.06048892,0.06424888,0.02667312,0.2825502,0.530615,0.0002602129],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3018997,0.006452737,0.4778373,0.01753914,0.0005250397,0.0009370282,0.0001565604,0.001037334,0.1936154],"genre_scores_gemma":[0.7972696,0.002168451,0.1929232,0.0005052391,0.00005480896,0.0002466479,0.00009553093,0.0001706292,0.006565867],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007130237,"threshold_uncertainty_score":0.03770876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009736123089859123,"score_gpt":0.2090477103222745,"score_spread":0.1993115872324153,"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."}}