{"id":"W1989455285","doi":"10.1016/j.cirp.2011.06.001","title":"Biologically inspired design","year":2011,"lang":"en","type":"article","venue":"CIRP Annals","topic":"Design Education and Practice","field":"Engineering","cited_by":225,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Biomimetics; Computer science; Engineering; Management science; Artificial intelligence","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002270531,0.00006383763,0.00006605333,0.00003599082,0.00002571635,0.00001515835,0.0001030721,0.00005095251,0.001413095],"category_scores_gemma":[0.00009849738,0.00005727132,0.00002318004,0.00009234918,0.00001531052,0.0001104791,0.000005481206,0.00006683474,0.0009833458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004842843,"about_ca_system_score_gemma":0.00001202129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003683552,"about_ca_topic_score_gemma":2.533804e-7,"domain_scores_codex":[0.9996129,0.00004638221,0.00009637803,0.00007421646,0.0000390822,0.000131036],"domain_scores_gemma":[0.9996932,0.00006251891,0.00001637868,0.0001305074,0.00003210645,0.00006526527],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001562189,0.0004923507,0.002488005,0.00008322932,0.0002899307,0.00006619097,0.008865063,0.001269468,0.06234155,0.01739969,0.6395563,0.266992],"study_design_scores_gemma":[0.000331385,0.0002042152,0.09682122,0.00002493589,0.0000270884,0.00002961763,0.0002549989,0.002358805,0.07268797,0.01059228,0.8160022,0.0006652304],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05163571,0.0013415,0.1989141,0.000732788,0.00156258,0.0003428962,0.00000561051,0.00132216,0.7441427],"genre_scores_gemma":[0.9927909,0.0001387243,0.005501769,0.0009250779,0.00006228185,0.00001614444,0.000001916551,0.0000117602,0.0005514073],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9411552,"threshold_uncertainty_score":0.9997945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3130017630748836,"score_gpt":0.3018537474108184,"score_spread":0.0111480156640652,"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."}}