{"id":"W2571014468","doi":"10.1680/jbibn.16.00010","title":"Biomimetics and its tools","year":2017,"lang":"en","type":"article","venue":"Bioinspired Biomimetic and Nanobiomaterials","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":127,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Biomimetics; Process (computing); Computer science; Sustainability; Management science; Face (sociological concept); Systems engineering; Engineering; Engineering ethics; Process management; Artificial intelligence; Sociology; Ecology","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":[0.0002030577,0.0002480987,0.0003143676,0.0001234545,0.0003957935,0.0004901842,0.0002725153,0.0001947333,0.0000215812],"category_scores_gemma":[0.0001774399,0.0002111648,0.00003453897,0.00003404834,0.0003047846,0.0001770551,0.0002832074,0.00003936471,0.00003786325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001296485,"about_ca_system_score_gemma":0.000006314535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008853156,"about_ca_topic_score_gemma":5.501337e-7,"domain_scores_codex":[0.9990844,0.00001839653,0.0002483537,0.0002742511,0.00007583557,0.0002987443],"domain_scores_gemma":[0.9993385,0.00004785625,0.00009451473,0.00041398,0.00002241197,0.00008271345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001308874,0.0000107239,0.0002811232,0.0001463123,0.00005938249,0.00001168549,0.00004148344,2.140252e-7,0.9443028,0.0008247469,0.0002509984,0.05405746],"study_design_scores_gemma":[0.0004078299,0.00005467823,0.02395657,0.00006368544,0.00003111204,0.00002277067,0.00002211739,0.0001663246,0.9703781,0.0005003685,0.004092197,0.0003042496],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99654,0.0009276741,0.00007195032,0.0001865511,0.0005682356,0.0001954253,0.0001017084,0.0007352438,0.0006732691],"genre_scores_gemma":[0.9975277,0.0008466432,0.001403246,0.00001484966,0.00007655136,0.00001659072,0.000008978763,0.00003139648,0.00007399858],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05375321,"threshold_uncertainty_score":0.8611052,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0323668348969444,"score_gpt":0.2394438770440999,"score_spread":0.2070770421471554,"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."}}