{"id":"W4285013681","doi":"10.22215/etd/2022-15105","title":"Biomimicry in Architecture","year":2022,"lang":"en","type":"dissertation","venue":"","topic":"Architecture and Computational Design","field":"Engineering","cited_by":181,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Biomimetics; Engineering; Architecture; Process (computing); Abstraction; Field (mathematics); Architectural engineering; Systems engineering; Computer science; Artificial intelligence; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0008047739,0.0005625005,0.0002418122,0.0006677362,0.002248845,0.003296916,0.0006091223,0.001191277,0.01285501],"category_scores_gemma":[0.001102234,0.0003040608,0.0004281494,0.0006732232,0.008243085,0.003338316,0.002450411,0.002056738,0.001646167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003474323,"about_ca_system_score_gemma":0.002040226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006419687,"about_ca_topic_score_gemma":0.008112571,"domain_scores_codex":[0.9994116,0.0002467641,0.00002235134,0.0001109882,0.0001422193,0.00006597559],"domain_scores_gemma":[0.9996594,0.0001231061,0.00002877476,0.00007611936,0.00007100723,0.00004166747],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000003669558,0.000005946944,0.00008138503,0.00006018482,0.000002445656,0.0000218944,0.0008733922,0.003558273,0.0003709638,0.9801635,0.002407764,0.01245063],"study_design_scores_gemma":[0.000008664056,0.00002692933,0.0002878766,0.0001467527,0.000005786816,0.0001090902,0.001035156,0.004673678,0.000819248,0.6087865,0.3840859,0.00001448913],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02336076,0.01645468,0.3223163,0.01174999,0.0009155573,0.0001117998,0.000104043,0.0003536544,0.6246332],"genre_scores_gemma":[0.6217448,0.01464856,0.1379121,0.001819687,0.0004158409,0.0003228888,0.0001681144,0.0004167051,0.2225512],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01285501,"threshold_uncertainty_score":0.04300433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003471446226743291,"score_gpt":0.2034895088853604,"score_spread":0.2000180626586171,"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."}}