{"id":"W4403764148","doi":"10.24908/pceea.2023.17086","title":"Student Demand by Engineering Discipline: Trends and Observations at One Institution","year":2024,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Pedagogy","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Institution; Mathematics education; Engineering ethics; Engineering; Sociology; Psychology; Social science","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":[0.001001286,0.0001495773,0.0002907435,0.003699406,0.0009253029,0.001302443,0.0008178253,0.0004554696,0.003188457],"category_scores_gemma":[0.004496095,0.0002056192,0.0002510891,0.006565011,0.0004500504,0.0007965678,0.001015631,0.0006462865,0.001034796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003424624,"about_ca_system_score_gemma":0.003619114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3535044,"about_ca_topic_score_gemma":0.4862617,"domain_scores_codex":[0.9986823,0.0000796676,0.00009951377,0.0001952068,0.000539084,0.0004042077],"domain_scores_gemma":[0.9906428,0.001021365,0.002129772,0.0001950093,0.003882166,0.0021287],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008117437,0.00006023502,0.9839858,0.00003312277,0.0000127233,0.00003943805,0.001680377,0.0001571223,0.0006548962,0.00009499906,0.001641163,0.01155889],"study_design_scores_gemma":[0.000001003584,0.0000303413,0.9955602,0.000006205148,0.000002312791,0.00002461844,0.003077182,0.0002343384,0.0001496001,0.00001154735,0.0008947744,0.000007996365],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940701,0.0001087326,0.0001405175,0.0002821813,0.00000382941,0.00001380152,0.003153501,0.00003074271,0.002196606],"genre_scores_gemma":[0.9962125,0.000187133,0.0001252735,0.0000593732,0.000007448299,0.00001250053,0.001941737,0.0000130264,0.001440959],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3535044,"threshold_uncertainty_score":0.7028935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009904539673933373,"score_gpt":0.2317867096598638,"score_spread":0.2218821699859304,"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."}}