{"id":"W2564820966","doi":"10.2495/dne-v12-n1-16-29","title":"Bioclimatism in architecture: An evolutionary perspective","year":2016,"lang":"en","type":"article","venue":"International Journal of Design & Nature and Ecodynamics","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Architecture; Perspective (graphical); Computer science; Engineering; Management science; Artificial intelligence; Geography","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":[0.0001276398,0.00007657708,0.0000874227,0.0002642784,0.00001456143,0.00001934138,0.0001567948,0.0001185956,0.00001167382],"category_scores_gemma":[0.0000324046,0.0000553694,0.0000301263,0.00007030852,0.00002070753,0.0003023312,0.0000126029,0.0002265075,3.492066e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000155394,"about_ca_system_score_gemma":0.00002331457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002762139,"about_ca_topic_score_gemma":0.00001468465,"domain_scores_codex":[0.9995003,0.00002332808,0.0001783685,0.00006856251,0.0001474361,0.0000819441],"domain_scores_gemma":[0.9996648,0.00006377699,0.00005688098,0.0000461471,0.0001294939,0.00003888986],"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":[0.0001523524,0.00006118559,0.001340873,0.000004772208,0.0001461487,0.00007337807,0.0003142472,0.9409871,0.003497927,0.0267835,0.0002692668,0.02636932],"study_design_scores_gemma":[0.002720532,0.0003630828,0.01780926,0.0004933873,0.00003961549,0.001419075,0.0002381349,0.7979944,0.001244779,0.1759849,0.001145612,0.0005471756],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1921734,0.00195279,0.8028053,0.001285928,0.001260652,0.00005377397,0.00001412217,0.00003894171,0.0004150646],"genre_scores_gemma":[0.9760923,0.0008069933,0.02284702,0.00006414,0.0001575178,0.000001038411,0.000002597133,0.00001136772,0.00001697635],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7839189,"threshold_uncertainty_score":0.2257899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005381103167673497,"score_gpt":0.2228005962891075,"score_spread":0.217419493121434,"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."}}