{"id":"W4412815157","doi":"10.18280/ijdne.200608","title":"Biomimetic Strategies in Kinetic Architecture: A Comparative Analysis of Nature-Inspired Roof and Façade Designs","year":2025,"lang":"en","type":"article","venue":"International Journal of Design & Nature and Ecodynamics","topic":"Architecture and Computational Design","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Architecture; Roof; Architectural engineering; Engineering; Computer science; Systems engineering; Civil engineering; Art; Visual arts","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002508414,0.0001867608,0.0004556346,0.001710863,0.0000241176,0.00006597678,0.0002697135,0.0002289184,0.000004907152],"category_scores_gemma":[0.00004226152,0.0001627259,0.0001184944,0.0007322906,0.00007773608,0.0001349682,0.00003389046,0.0007345029,1.356616e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006515685,"about_ca_system_score_gemma":0.00008781137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007393578,"about_ca_topic_score_gemma":0.00008904095,"domain_scores_codex":[0.9988364,0.00008571351,0.0005199608,0.000147422,0.000273836,0.0001366476],"domain_scores_gemma":[0.9989798,0.0005170224,0.0001637019,0.00007765703,0.0002109116,0.00005090288],"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":[0.0002882424,0.00006101576,0.001489088,0.00004281105,0.002763924,0.00005293077,0.0009295783,0.9701766,0.006032929,0.01108369,0.00007492206,0.007004225],"study_design_scores_gemma":[0.001404564,0.0002298371,0.1101284,0.0002782297,0.0007750703,0.0001029691,0.0003680682,0.8239082,0.001795506,0.06045665,0.000235715,0.0003168651],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3915548,0.006234184,0.6008297,0.0002762172,0.0003444164,0.0001355091,0.00002771241,0.00001691125,0.0005805187],"genre_scores_gemma":[0.9877148,0.0003050623,0.01179681,0.0001115236,0.00003827213,0.000002590227,0.00001291566,0.000008155162,0.000009854628],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.59616,"threshold_uncertainty_score":0.663577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009875985646622749,"score_gpt":0.269809234362056,"score_spread":0.2599332487154333,"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."}}