{"id":"W2188753760","doi":"10.1115/detc2001/dtm-21715","title":"Towards Biomimetic Concept Generation","year":2001,"lang":"en","type":"article","venue":"","topic":"Design Education and Practice","field":"Engineering","cited_by":76,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Biomimetics; Computer science; Natural (archaeology); Phenomenon; Biological engineering; Artificial intelligence; Management science; Biochemical engineering; Engineering; Epistemology; Biology","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":[],"category_scores_codex":[0.00004701076,0.00003662339,0.00002994579,0.00002548577,0.00001659141,0.00002674668,0.00002992439,0.00002074808,0.003317028],"category_scores_gemma":[0.0000148835,0.00003454748,0.00001027459,0.00009221661,0.000005036929,0.0001136248,0.000001871983,0.00002905509,0.0004933408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001589247,"about_ca_system_score_gemma":0.000009466983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000131864,"about_ca_topic_score_gemma":0.000003440967,"domain_scores_codex":[0.999787,0.00001011391,0.00005683702,0.00004221234,0.00004169187,0.0000621298],"domain_scores_gemma":[0.9998674,0.00001219427,0.000004858427,0.00007000243,0.0000145682,0.00003101064],"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":[0.00000417782,0.00006031496,0.0001675966,0.000009056516,0.00004660641,0.000006085221,0.001209047,0.007751429,0.09334181,0.01840184,0.4549194,0.4240826],"study_design_scores_gemma":[0.0001503741,0.00001269744,0.000726129,0.000001141509,0.000008769683,0.00002195028,0.0001052888,0.07637851,0.03516229,0.0001195928,0.8871837,0.0001295608],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05332706,0.0004044465,0.2825074,0.001320186,0.001627693,0.0000981519,8.417e-7,0.0005148299,0.6601994],"genre_scores_gemma":[0.9912405,0.00006554763,0.002989763,0.0003144682,0.0001975222,0.000004686152,0.000007397482,0.000007590989,0.005172518],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9379134,"threshold_uncertainty_score":0.9975941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0395249149684737,"score_gpt":0.2789539692017602,"score_spread":0.2394290542332865,"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."}}