{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005257981,0.0003177674,0.0004332561,0.003507451,0.001251512,0.00178461,0.0006536557,0.0005552404,0.001932128],"category_scores_gemma":[0.07165683,0.0002169781,0.0002648142,0.002805391,0.0005827281,0.001697862,0.001033392,0.0008473211,0.001171523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000938196,"about_ca_system_score_gemma":0.0009876447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003892456,"about_ca_topic_score_gemma":0.008707371,"domain_scores_codex":[0.9935324,0.003248355,0.0004497651,0.000480876,0.002002695,0.0002859735],"domain_scores_gemma":[0.8946394,0.06429549,0.01441632,0.004505843,0.01896444,0.003178536],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001334531,0.004868594,0.6947433,0.0003969386,0.0001353596,0.0005394237,0.05623876,0.0003843583,0.006511541,0.0004873041,0.008921989,0.225438],"study_design_scores_gemma":[0.00004306305,0.001652547,0.9579282,0.0001357225,0.00005497121,0.0005125912,0.02424817,0.00295074,0.002994816,0.0003274457,0.009077619,0.00007410219],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942918,0.0001146991,0.001264609,0.0001122112,0.00002762828,0.0001797163,0.000488409,0.00009220019,0.003428777],"genre_scores_gemma":[0.9926943,0.0001606442,0.001819554,0.00009278163,0.00004249205,0.0002492041,0.0008929383,0.00009184211,0.00395644],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005257981,"threshold_uncertainty_score":0.02780718,"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."}}