{"id":"W1487453451","doi":"10.3968/j.css.1923669720120804.3022","title":"Student Evaluation of Lecturer Performance Among Private University Students","year":2012,"lang":"en","type":"article","venue":"Canadian social science","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"TUTOR; Subject (documents); Variance (accounting); Multilevel model; Medical education; Psychology; Mathematics education; Medicine; Computer science; Library science; Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.004022751,0.00005256483,0.00007527439,0.0001540241,0.001398801,0.00004425739,0.0005539519,0.00005484641,0.0001613999],"category_scores_gemma":[0.0001411045,0.00005735642,0.00002669524,0.001000614,0.0008090128,0.0006922829,0.00004569205,0.0001013985,0.00001449327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001151024,"about_ca_system_score_gemma":0.002005583,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01100862,"about_ca_topic_score_gemma":0.03380493,"domain_scores_codex":[0.9977449,0.0001774563,0.00007910719,0.0001289067,0.001358812,0.0005108415],"domain_scores_gemma":[0.9991975,0.0000147695,0.00007406759,0.00007197239,0.000283351,0.0003583112],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[7.766201e-7,0.00001662461,0.967039,0.000001316435,0.000003505617,2.389955e-7,0.01308814,0.000004898967,0.00004610456,0.004066957,0.00005619923,0.01567627],"study_design_scores_gemma":[0.0001356751,0.000009474237,0.927081,0.00000654653,0.00002330583,5.613142e-8,0.01825733,0.00003358051,0.00006457423,0.0000177302,0.05427972,0.00009099306],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8927001,0.00002094504,0.000003426514,0.0001181056,0.000248398,0.0001544079,0.000001992651,0.000010318,0.1067423],"genre_scores_gemma":[0.9993674,0.000009326189,0.00005053618,0.00002932959,0.0002199828,8.387847e-7,8.781677e-7,0.000002675203,0.0003190408],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1066673,"threshold_uncertainty_score":0.9999012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02787210743040776,"score_gpt":0.3443418470892474,"score_spread":0.3164697396588396,"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."}}