{"id":"W2958522796","doi":"10.3390/biomimetics4030049","title":"BiomiMETRIC Assistance Tool: A Quantitative Performance Tool for Biomimetic Design","year":2019,"lang":"en","type":"article","venue":"Biomimetics","topic":"Design Education and Practice","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"HEC Montréal; GDG Environnement; École de Technologie Supérieure","funders":"","keywords":"Biomimetics; Engineering; Biomimetic materials; Systems engineering; Computer science; Artificial intelligence; Nanotechnology; Materials science","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":[0.01046016,0.002568799,0.0009374491,0.006369893,0.0006728339,0.003585561,0.001885289,0.001067698,0.01884986],"category_scores_gemma":[0.02403378,0.0008383712,0.0008379734,0.002260614,0.0009546276,0.003468055,0.002724304,0.001376183,0.005168302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001112496,"about_ca_system_score_gemma":0.002431765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001441971,"about_ca_topic_score_gemma":0.001406857,"domain_scores_codex":[0.9899171,0.00216427,0.0007267318,0.0004350468,0.006521534,0.0002352978],"domain_scores_gemma":[0.9825029,0.009143686,0.001274856,0.001704082,0.005100371,0.0002741027],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003074264,0.0004078215,0.003901811,0.002753542,0.00009854927,0.0001805425,0.001689698,0.07119564,0.03258843,0.06277372,0.04512159,0.7789812],"study_design_scores_gemma":[0.0002032879,0.00119632,0.006566303,0.001627003,0.0001441814,0.0007717449,0.001330156,0.2534578,0.07347504,0.06010453,0.6005735,0.0005501464],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.004842064,0.0002539918,0.9639661,0.000218783,0.00009416375,0.0003663136,0.001542888,0.01376601,0.01494976],"genre_scores_gemma":[0.06593193,0.0004769015,0.917933,0.0001808025,0.00005762218,0.001285817,0.003398795,0.003086655,0.007648489],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01884986,"threshold_uncertainty_score":0.06305915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04532814776896903,"score_gpt":0.2813671700140786,"score_spread":0.2360390222451095,"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."}}