{"id":"W2572773818","doi":"","title":"Data mining of undergraduate course evaluations.","year":2014,"lang":"en","type":"article","venue":"","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Course (navigation); Computer science; Data science; 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":[0.004032108,0.000471008,0.0008104112,0.005793472,0.0004567535,0.001314204,0.0009090932,0.0007060799,0.001524287],"category_scores_gemma":[0.04286232,0.0001519062,0.0005309967,0.007490873,0.0003289535,0.001233216,0.0007870189,0.001109702,0.001256332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005757035,"about_ca_system_score_gemma":0.0008000516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002500191,"about_ca_topic_score_gemma":0.004879676,"domain_scores_codex":[0.9939603,0.002384806,0.0005710538,0.0009058213,0.001927353,0.0002507698],"domain_scores_gemma":[0.9675246,0.01793982,0.005466253,0.00358775,0.004309459,0.001172089],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004660911,0.001162319,0.5131931,0.001385753,0.0005345875,0.0002602588,0.0005585806,0.01148772,0.003120036,0.006576044,0.04609529,0.4151601],"study_design_scores_gemma":[0.0000626857,0.0007456809,0.8054595,0.0005337133,0.0002299101,0.0009266865,0.001375651,0.08557683,0.008423911,0.02618806,0.0703764,0.0001009214],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7278857,0.00808434,0.1050777,0.004562978,0.0004237329,0.000789533,0.1320516,0.001226875,0.0198976],"genre_scores_gemma":[0.8821638,0.001076882,0.03314694,0.0003534616,0.0002395869,0.0004211458,0.08014014,0.00006807788,0.002390057],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005793472,"threshold_uncertainty_score":0.02132404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05958574828450191,"score_gpt":0.3702277014988734,"score_spread":0.3106419532143715,"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."}}