{"id":"W4384036058","doi":"10.3390/biomimetics8030304","title":"Biomimetics for Sustainable Developments—A Literature Overview of Trends","year":2023,"lang":"en","type":"article","venue":"Biomimetics","topic":"Design Education and Practice","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Bayerisches Staatsministerium für Umwelt und Verbraucherschutz; Deutsche Forschungsgemeinschaft","keywords":"Biomimetics; Sustainability; Context (archaeology); Nanotechnology; Sustainable development; Environmentally friendly; Management science; Engineering ethics; Engineering; Ecology; Materials science; Geography; 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":[],"consensus_categories":[],"category_scores_codex":[0.0003389974,0.0001292361,0.0001638516,0.0004216278,0.00004658253,0.00005923378,0.0001471571,0.0001049664,0.00007982148],"category_scores_gemma":[0.0001243916,0.0001305525,0.00006738001,0.001783139,0.00002016102,0.0001288121,0.00002714344,0.00006407394,0.00005692825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004599079,"about_ca_system_score_gemma":0.0000523827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000022237,"about_ca_topic_score_gemma":4.196684e-7,"domain_scores_codex":[0.9992098,0.00002085715,0.0002479739,0.0001191045,0.0001169997,0.0002852254],"domain_scores_gemma":[0.9993358,0.0001595634,0.00004971437,0.0002077518,0.0001790362,0.00006813875],"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":[0.00007095651,0.0002053732,0.0003753927,0.003222411,0.0004498923,0.00002452177,0.003384784,0.0005988129,0.02125184,0.08100858,0.7944581,0.09494938],"study_design_scores_gemma":[0.0003681197,0.0000395559,0.001146595,0.00003640939,0.00004654068,0.000003165698,0.0002842449,0.002272461,0.02012197,0.0008585299,0.9746245,0.0001979592],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4572548,0.07680628,0.1039959,0.01256916,0.02504564,0.007526983,0.001776536,0.01149667,0.303528],"genre_scores_gemma":[0.8940077,0.002744012,0.04036798,0.0002469474,0.0002922978,0.0001352186,0.0007957297,0.0001754426,0.06123467],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4367529,"threshold_uncertainty_score":0.5323777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05332088352359104,"score_gpt":0.3276516379260676,"score_spread":0.2743307544024766,"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."}}