{"id":"W3161331181","doi":"","title":"Survey of Information Technology Undergraduate Degree Programs in Canada","year":2019,"lang":"en","type":"article","venue":"IEEE Conference Proceedings","topic":"Information Systems Education and Curriculum Development","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Degree (music)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003615243,0.0001022305,0.0001725367,0.000278536,0.00002326723,0.00009960317,0.0006114458,0.00005463754,0.000009655157],"category_scores_gemma":[0.00004311451,0.00009517288,0.0000108634,0.001147707,0.00001704979,0.001219686,0.0000630542,0.0001079224,0.00007819257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002680325,"about_ca_system_score_gemma":0.002421905,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2380771,"about_ca_topic_score_gemma":0.1964776,"domain_scores_codex":[0.9988346,0.000008195801,0.0004979518,0.0001277945,0.0003160086,0.0002155251],"domain_scores_gemma":[0.9986063,0.00001281734,0.0003117117,0.0001311213,0.0008910905,0.00004698045],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000003278281,0.00002131191,0.8754709,0.0001303864,0.000007776912,1.675197e-7,0.003460663,0.000007023864,0.00007503357,0.05517958,0.000831547,0.06481234],"study_design_scores_gemma":[0.0009363457,0.00009827792,0.9437116,0.0003331587,0.000001967017,0.00002214321,0.006566801,0.03768276,0.00391416,0.001786907,0.004384393,0.0005614912],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9769656,0.000007202205,0.01313988,0.0009819875,0.0007107891,0.0005068861,0.000001914809,0.00006503532,0.007620727],"genre_scores_gemma":[0.9981591,0.00000385697,0.001602167,0.00009861109,0.000002412939,0.00004341617,0.000006658358,0.000002068804,0.00008172994],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0682407,"threshold_uncertainty_score":0.8181846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03864812724561011,"score_gpt":0.2289453928588521,"score_spread":0.190297265613242,"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."}}