{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004477446,0.0005634242,0.000520786,0.001292891,0.006522854,0.006652425,0.001187889,0.002509826,0.03975977],"category_scores_gemma":[0.00719885,0.0003060128,0.0006034206,0.001294959,0.004301023,0.002525415,0.008300562,0.004325152,0.01647458],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009503759,"about_ca_system_score_gemma":0.05292445,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03953408,"about_ca_topic_score_gemma":0.1041315,"domain_scores_codex":[0.9951453,0.0006781606,0.0001705256,0.00045394,0.002228341,0.001323733],"domain_scores_gemma":[0.9827544,0.0006170404,0.0005026145,0.0009180557,0.004283434,0.01092442],"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":[0.00005884458,0.0003456055,0.01397712,0.0005319431,0.00001152799,0.0003451911,0.008237788,0.0002252405,0.003518703,0.146649,0.5563601,0.269739],"study_design_scores_gemma":[0.000007682986,0.0001047555,0.01356665,0.0003751258,0.000003545298,0.0003101056,0.005158575,0.0001026351,0.000444113,0.009660746,0.9702509,0.00001505114],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.05216185,0.0101482,0.007092698,0.2333621,0.01156851,0.0005631494,0.001229226,0.0004653514,0.6834089],"genre_scores_gemma":[0.2702461,0.01120552,0.01164917,0.06313705,0.002953197,0.0003531609,0.001372553,0.0003516519,0.6387316],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9904962,"threshold_uncertainty_score":0.1330096,"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."}}