{"id":"W3178046192","doi":"10.24908/pceea.vi0.14890","title":"THE GRADUATE SPECIALIZATION IN ENGINEERING EDUCATION","year":2021,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Graduate education; Engineering education; Graduate students; Engineering ethics; Engine department; Sociology; Engineering; Political science; Pedagogy; Engineering management","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004545297,0.0002007206,0.0001738995,0.0002985776,0.000150477,0.0001739782,0.0003116012,0.0001954709,0.00001856241],"category_scores_gemma":[0.00127141,0.0001862475,0.00008583315,0.001378567,0.0000165889,0.0002435574,0.00002387413,0.0003881545,0.00001249852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002646302,"about_ca_system_score_gemma":0.001097238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001431157,"about_ca_topic_score_gemma":0.004586636,"domain_scores_codex":[0.9985518,0.00000765053,0.0004328467,0.0001963633,0.0003883796,0.0004229072],"domain_scores_gemma":[0.9988934,0.00008190425,0.0001248099,0.0001659537,0.0005288939,0.0002050433],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00001098311,0.0007056165,0.09816857,0.007843032,0.0006353551,0.000001435184,0.008013703,0.1428819,0.04957429,0.13965,0.5009879,0.05152725],"study_design_scores_gemma":[0.0004478456,0.00001624049,0.5053353,0.00126037,0.00009682552,0.00002564606,0.001152676,0.08881076,0.01908458,0.001060865,0.3816488,0.001060131],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9051921,0.004533248,0.0007160765,0.02582786,0.04133584,0.001528443,0.00005314385,0.0009103119,0.01990303],"genre_scores_gemma":[0.9963405,0.0002204777,0.0006565458,0.0001282873,0.0006122776,0.0001280991,0.00003241555,0.0000631658,0.001818221],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4071667,"threshold_uncertainty_score":0.7594954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00634194823056944,"score_gpt":0.188223935647506,"score_spread":0.1818819874169365,"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."}}