{"id":"W1951854599","doi":"10.24908/pceea.v0i0.4701","title":"The Role of Biology in an Engineering Program","year":2012,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Biological systems engineering; Biological engineering; Synthetic biology; System of systems engineering; Biosystems engineering; Component (thermodynamics); Engineering; Engineering ethics; Computer science; Systems engineering; Engineering management; Civil engineering software; Biology; Systems design; Computational biology; Bioinformatics; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.006181121,0.0005164889,0.0004105649,0.002302897,0.01251923,0.01013033,0.002413551,0.002265204,0.01559612],"category_scores_gemma":[0.006370373,0.0004357973,0.0002115648,0.001953447,0.01580165,0.003286831,0.007489313,0.004335127,0.004724049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03442176,"about_ca_system_score_gemma":0.08308277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1064047,"about_ca_topic_score_gemma":0.1911336,"domain_scores_codex":[0.9962167,0.001301509,0.00008540959,0.0003384151,0.001063905,0.0009939668],"domain_scores_gemma":[0.981634,0.002251141,0.0006845772,0.0004616351,0.004119365,0.01084936],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004148366,0.000268019,0.00611847,0.0002244625,0.000007875727,0.0003186232,0.01233416,0.0006788615,0.002353363,0.7869591,0.07107238,0.1196233],"study_design_scores_gemma":[0.000007326962,0.00005679708,0.004995489,0.0004516228,0.000007379493,0.0001053869,0.005511061,0.0002785426,0.0008109171,0.04042784,0.9473249,0.00002266894],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0306963,0.009130789,0.01478494,0.251798,0.003228041,0.0001302609,0.0001195002,0.0003239343,0.6897882],"genre_scores_gemma":[0.5105343,0.011633,0.02031771,0.05037091,0.002104562,0.0003018733,0.0002435729,0.0003604557,0.4041336],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1064047,"threshold_uncertainty_score":0.2497485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003582171909151365,"score_gpt":0.2012537029120164,"score_spread":0.1976715310028651,"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."}}