{"id":"W4284666685","doi":"10.3390/biomimetics7030093","title":"The Education Pipeline of Biomimetics and Its Challenges","year":2022,"lang":"en","type":"article","venue":"Biomimetics","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Guelph","funders":"","keywords":"Biomimetics; Pipeline (software); Engineering ethics; Curriculum; Engineering; Engineering management; Computer science; Sociology; Mechanical engineering; Artificial intelligence; Pedagogy","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":[0.0140711,0.0005287139,0.0004096237,0.00134977,0.004108128,0.009147805,0.002394172,0.003563591,0.0147856],"category_scores_gemma":[0.019936,0.000599112,0.0004878485,0.001484805,0.003916577,0.01310945,0.009516659,0.007634883,0.004489049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005216254,"about_ca_system_score_gemma":0.0260213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004473469,"about_ca_topic_score_gemma":0.004419012,"domain_scores_codex":[0.99322,0.002765307,0.0002721029,0.0006186386,0.002079461,0.001044495],"domain_scores_gemma":[0.9792444,0.006987626,0.0008900246,0.001424495,0.004488402,0.006965098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008689435,0.0006370181,0.006311832,0.0009462254,0.00001073846,0.0004780129,0.01331076,0.002885646,0.003512904,0.396187,0.08093767,0.4946953],"study_design_scores_gemma":[0.00002244919,0.0002627851,0.004092708,0.001267639,0.000007164389,0.0007433643,0.01763569,0.007343032,0.002689649,0.230946,0.7349185,0.00007084443],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.09773613,0.008187663,0.1876534,0.5699603,0.001852367,0.0003965203,0.0003160214,0.001812494,0.1320852],"genre_scores_gemma":[0.5762363,0.01082583,0.2859259,0.02585167,0.0008252628,0.0006647905,0.000550821,0.0008180589,0.09830131],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0147856,"threshold_uncertainty_score":0.07441592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02417363386461933,"score_gpt":0.2621300818864198,"score_spread":0.2379564480218005,"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."}}