{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001865522,0.0004828465,0.0003013429,0.0008450144,0.0005150685,0.00154436,0.001008641,0.0008767057,0.006931112],"category_scores_gemma":[0.002655378,0.0002969503,0.0006737576,0.0004920909,0.001819134,0.001615803,0.001964337,0.00162265,0.001463852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000707006,"about_ca_system_score_gemma":0.0006782887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002984426,"about_ca_topic_score_gemma":0.000230443,"domain_scores_codex":[0.9991748,0.0002846267,0.00004968919,0.0001159098,0.0003297957,0.00004513849],"domain_scores_gemma":[0.9990736,0.0004227195,0.00005508438,0.0002020516,0.0001946815,0.00005167499],"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":[0.0000334114,0.00007556617,0.0001479783,0.0003186497,0.00001571352,0.000167028,0.0007042061,0.01252073,0.01980437,0.8488514,0.003099634,0.1142614],"study_design_scores_gemma":[0.00005381518,0.0001521571,0.0001371074,0.0001865748,0.0000170809,0.0004191137,0.0001712711,0.07199731,0.02456962,0.699689,0.202568,0.00003893746],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01217169,0.001346826,0.944874,0.001081635,0.0004867852,0.0002501513,0.0000574487,0.0004588788,0.03927252],"genre_scores_gemma":[0.1407676,0.00229607,0.8383965,0.000692613,0.0001158664,0.0004659916,0.0001729163,0.0001530616,0.01693941],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006931112,"threshold_uncertainty_score":0.02318692,"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."}}