{"id":"W2086156560","doi":"10.2495/dne-v4-n1-1-10","title":"Questioning the theory and practice of biomimicry","year":2009,"lang":"en","type":"article","venue":"International Journal of Design & Nature and Ecodynamics","topic":"Sustainable Design and Development","field":"Engineering","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biomimetics; Engineering; Computer science; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001090759,0.00007333095,0.00009782911,0.0001345804,0.00002864445,0.00004836273,0.0001381079,0.00008143803,0.000003060029],"category_scores_gemma":[0.0004218416,0.00005201587,0.0000262705,0.00006481296,0.00002882167,0.0002332893,0.00001265028,0.0002760654,2.414507e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005057583,"about_ca_system_score_gemma":0.00003769571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.621956e-7,"about_ca_topic_score_gemma":2.537736e-7,"domain_scores_codex":[0.9993991,0.00007650801,0.000229109,0.00004727272,0.0001740309,0.00007398312],"domain_scores_gemma":[0.9988633,0.0006591247,0.0001208801,0.00004224818,0.0002825654,0.00003192243],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.004289393,0.0003138138,0.0008910127,0.0001166097,0.00250265,0.0008605932,0.009308655,0.0793744,0.04264726,0.4149363,0.007334325,0.437425],"study_design_scores_gemma":[0.00729189,0.001822077,0.04864975,0.001520592,0.0007902652,0.02208893,0.01567792,0.2605177,0.01656666,0.5798429,0.0435007,0.001730641],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1620606,0.02051132,0.8065801,0.004857723,0.001798795,0.0002225325,0.000006664195,0.00004573726,0.003916538],"genre_scores_gemma":[0.9858051,0.001762828,0.01186957,0.000438844,0.00008829573,3.713663e-7,9.875569e-7,0.000006074253,0.00002791796],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8237445,"threshold_uncertainty_score":0.2121146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005449414030842878,"score_gpt":0.2448410388926633,"score_spread":0.2393916248618205,"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."}}