{"id":"W2548125692","doi":"10.1145/2998551.2998552","title":"Teaching Informatics in North America","year":2016,"lang":"en","type":"article","venue":"","topic":"Information Systems Education and Curriculum Development","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Computer science; Informatics; Data science; Engineering; Electrical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.001037754,0.0002000409,0.0001750637,0.0008987444,0.001997135,0.001443015,0.0006378748,0.0008113242,0.1253556],"category_scores_gemma":[0.002001082,0.0001291692,0.0001161914,0.002398217,0.0006188201,0.001068812,0.00157439,0.0007532311,0.009079176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003607331,"about_ca_system_score_gemma":0.0166541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08483522,"about_ca_topic_score_gemma":0.2442407,"domain_scores_codex":[0.9993669,0.0002042889,0.00002463596,0.00007664091,0.0001414679,0.0001860701],"domain_scores_gemma":[0.9977361,0.0003829081,0.0001245487,0.00006635321,0.0004355397,0.001254555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002346952,0.0004987863,0.02435106,0.00123547,0.00002319805,0.0006802926,0.005374813,0.0002604717,0.003373062,0.01234906,0.4202456,0.5313736],"study_design_scores_gemma":[0.00002427256,0.0001129953,0.04735731,0.001060136,0.00001598091,0.0002110328,0.006443607,0.00007993061,0.0005936199,0.001060653,0.9430318,0.000008694058],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1084695,0.07638893,0.001328348,0.09185792,0.005446465,0.0002278959,0.002561119,0.0004778861,0.7132421],"genre_scores_gemma":[0.3395778,0.05301404,0.002007769,0.01096004,0.0009689945,0.0001894353,0.002098968,0.00007222008,0.5911106],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1253556,"threshold_uncertainty_score":0.4193563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008861552159490185,"score_gpt":0.2310195988845472,"score_spread":0.222158046725057,"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."}}