{"id":"W2177553543","doi":"10.1007/978-3-319-18479-1_12","title":"Biomorphism and Models in Design","year":2015,"lang":"en","type":"book-chapter","venue":"Studies in applied philosophy, epistemology and rational ethics","topic":"Design Education and Practice","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Conflation; Computer science; Normative; Artificial intelligence; Similarity (geometry); Process (computing); Biomimetics; Natural (archaeology); Human–computer interaction; Cognitive science; Psychology; Epistemology; Geography; Archaeology; Image (mathematics)","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001320243,0.0002893057,0.0004489375,0.0002435085,0.00009697824,0.00001186755,0.00008142996,0.0007752825,0.00001759021],"category_scores_gemma":[0.0001102523,0.0002984838,0.00001825099,0.00004917713,0.0006698656,0.000070694,0.00006361726,0.001350777,0.00001989348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00012629,"about_ca_system_score_gemma":0.000163327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000339097,"about_ca_topic_score_gemma":0.00002779875,"domain_scores_codex":[0.9988592,0.00008627838,0.0003992929,0.0003108595,0.0001886212,0.0001558085],"domain_scores_gemma":[0.9979092,0.001705937,0.0000832973,0.0001399389,0.0001021762,0.00005948846],"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":[0.00005397695,0.00001075436,0.000002159833,0.0002575557,0.00009997137,0.00001918365,0.002175786,0.005028168,0.000008756999,0.9905546,0.001483059,0.0003060221],"study_design_scores_gemma":[0.0004134766,0.0000284465,0.00001023871,0.0001134115,0.00002780265,0.00004504813,0.00009246446,0.001447742,0.000002589553,0.9845096,0.01302144,0.0002876904],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.00002118417,0.03290104,0.003530977,0.006497174,0.0009731168,0.0006554087,0.00003140977,0.00007474383,0.9553149],"genre_scores_gemma":[0.8922874,0.05825173,0.01212898,0.003124621,0.001176526,0.0004017439,0.0001849986,0.0002107151,0.03223324],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9230817,"threshold_uncertainty_score":0.9999467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3305710039301469,"score_gpt":0.3711645992126363,"score_spread":0.0405935952824894,"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."}}