{"id":"W1602919837","doi":"10.28945/303","title":"Web Log Analysis: A Study of Instructor Evaluations Done Online","year":2004,"lang":"en","type":"article","venue":"Journal of Information Technology Education Research","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Computer science; Web application; World Wide Web","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003562854,0.00005830881,0.0002095501,0.005232677,0.0003671978,0.00005255581,0.0004620478,0.0001504366,0.0001357822],"category_scores_gemma":[0.002931379,0.00005193113,0.0000699369,0.005977975,0.0002579892,0.00101985,0.00004740368,0.0006058734,0.00001576663],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003090468,"about_ca_system_score_gemma":0.006771759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002701656,"about_ca_topic_score_gemma":0.001540229,"domain_scores_codex":[0.9975364,0.0002739374,0.0008058007,0.00006258339,0.001119932,0.0002014029],"domain_scores_gemma":[0.9948021,0.0001055311,0.0006873058,0.0001925656,0.004134951,0.00007755864],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001401441,0.007758674,0.1191417,0.00006491025,0.001212277,0.000002755266,0.09674158,0.006867826,0.0006586949,0.07346479,0.001966839,0.6919798],"study_design_scores_gemma":[0.001732248,0.001132664,0.02801687,0.00006945034,0.000210765,0.00001054524,0.9247462,0.00009801258,0.0003170442,0.01084882,0.03270189,0.0001155553],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9864844,0.00007474732,0.0004346518,0.01127092,0.0001761758,0.0002888543,0.000003483113,0.00002248188,0.001244279],"genre_scores_gemma":[0.9921768,0.0001347497,0.007420441,0.00002524659,0.000119969,0.00001097362,0.000009983151,0.00000269478,0.00009918601],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8280045,"threshold_uncertainty_score":0.9988589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04871710205990928,"score_gpt":0.4805005983635598,"score_spread":0.4317834963036506,"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."}}