{"id":"W3036357764","doi":"10.24908/pceea.vi0.14160","title":"EXPANDING ACCESS TO ENGINEERING BY TEACHING PHYSICS THROUGH BIOENGINEERING: STUDENT IDENTITY REFLECTIONS","year":2020,"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 Calgary","funders":"","keywords":"Leverage (statistics); Bridge (graph theory); Identity (music); Physics education; Engineering education; Engineering ethics; Diversity (politics); Engineering; Key (lock); Mathematics education; Engineering management; Engineering physics; Computer science; Physics; Biology; Mathematics; Sociology; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0002827137,0.000324327,0.0002934844,0.0002187521,0.0001993041,0.0003585076,0.00075642,0.000207326,0.00002062625],"category_scores_gemma":[0.0007562258,0.000352143,0.0001285842,0.001355638,0.0000111576,0.001060537,0.00008580228,0.0006199018,0.00002096588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002340062,"about_ca_system_score_gemma":0.0001794332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001357205,"about_ca_topic_score_gemma":0.0002636024,"domain_scores_codex":[0.9981445,0.000005320662,0.0004505804,0.000312987,0.0005293596,0.0005572152],"domain_scores_gemma":[0.9988759,0.0000483679,0.000127332,0.0001475336,0.0002278284,0.0005730744],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005390288,0.000223229,0.01619097,0.00316836,0.0006680643,3.874336e-7,0.01424494,0.2919166,0.2206275,0.01895568,0.4319382,0.002060627],"study_design_scores_gemma":[0.001204225,0.0001716619,0.08733599,0.001838905,0.0004773178,0.00001634201,0.001923125,0.1361731,0.1129985,0.0006171702,0.6532611,0.003982646],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8296862,0.001085958,0.0898604,0.0412734,0.02095147,0.003037219,0.0003122154,0.004047642,0.009745467],"genre_scores_gemma":[0.9931114,0.0000241034,0.004878078,0.0006578821,0.0008520752,0.0001478695,0.00002373976,0.0001132082,0.0001916503],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2213228,"threshold_uncertainty_score":0.9998931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01874647542108198,"score_gpt":0.2837161717955324,"score_spread":0.2649696963744504,"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."}}