{"id":"W2979938077","doi":"10.1109/ccece.2019.8861715","title":"Survey of Information Technology Undergraduate Degree Programs in Canada","year":2019,"lang":"en","type":"article","venue":"","topic":"Information Systems Education and Curriculum Development","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University of Edmonton","funders":"","keywords":"Bachelor; Degree (music); European union; Curriculum; Bachelor degree; Computer science; Engineering management; Library science; Medical education; Mathematics education; Political science; Engineering; Psychology; Business; Pedagogy; Medicine; International trade","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0002910931,0.00005277054,0.00009675702,0.0002029038,0.00001174091,0.00002776179,0.0003503916,0.00002715434,0.00001574817],"category_scores_gemma":[0.00001951327,0.00004463896,0.00000690759,0.001001,0.000005621564,0.0006125726,0.00006289703,0.0000453317,0.0001207415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002285157,"about_ca_system_score_gemma":0.001756448,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6937352,"about_ca_topic_score_gemma":0.8284059,"domain_scores_codex":[0.9991965,0.00002407713,0.0003871375,0.00006041434,0.0002070228,0.0001248738],"domain_scores_gemma":[0.9993917,0.0000152251,0.0001454029,0.000217898,0.0002051057,0.0000246477],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[8.099144e-7,0.000013711,0.8196818,0.00002889371,0.000004457925,1.185136e-7,0.0005556241,0.0000536276,0.000001789965,0.06865544,0.0009269264,0.1100769],"study_design_scores_gemma":[0.0003211261,0.00001974228,0.9800299,0.00002618015,2.392234e-7,0.000005056915,0.001216048,0.01261169,0.000245685,0.0002522367,0.00513541,0.0001366489],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8402637,0.0000167194,0.1125482,0.002595779,0.001379182,0.0008760046,0.000002193179,0.0001137846,0.04220444],"genre_scores_gemma":[0.9958825,0.000001093965,0.003780048,0.0001402224,6.932802e-7,0.00001468818,0.00001355684,8.702664e-7,0.0001663924],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1603482,"threshold_uncertainty_score":0.3115864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02561604100005348,"score_gpt":0.2193817872840023,"score_spread":0.1937657462839488,"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."}}