{"id":"W2225582487","doi":"","title":"Hard Choices: Selecting a Course Management System","year":2002,"lang":"en","type":"article","venue":"E-Learn: World Conference on E-Learning in Corporate, Government, Healthcare, and Higher Education","topic":"Intelligent Tutoring Systems and Adaptive Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Douglas College","funders":"","keywords":"Course (navigation); Computer science; Operations management; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008783302,0.0004438293,0.0004613974,0.0002813761,0.0006076915,0.0006603497,0.0005898118,0.000137929,0.0001923603],"category_scores_gemma":[0.00002664962,0.0004606075,0.00007059651,0.000998797,0.00005028804,0.0005458621,0.000162139,0.001036327,0.0002614199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009414846,"about_ca_system_score_gemma":0.000177971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005339145,"about_ca_topic_score_gemma":0.0000991589,"domain_scores_codex":[0.9959362,0.0005394645,0.0007129306,0.001110534,0.0009535392,0.0007473798],"domain_scores_gemma":[0.9977853,0.0001386369,0.001022189,0.000555574,0.0002037782,0.0002944997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002527173,0.0002858387,0.04586924,0.0005312825,0.00004584932,0.00002785877,0.001233401,0.0002537015,0.00005554569,0.8786772,0.001142608,0.07185223],"study_design_scores_gemma":[0.001513747,0.001022053,0.370187,0.005956775,0.0000561947,0.0000581051,0.006066422,0.02860682,0.000113976,0.001536076,0.5830173,0.001865426],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1088284,0.006600851,0.0182646,0.03305961,0.01586275,0.004648288,0.00001583817,0.002746647,0.809973],"genre_scores_gemma":[0.7583132,0.0002697379,0.002083157,0.0004887322,0.000302215,0.0001366196,0.00000549915,0.00003636642,0.2383645],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8771411,"threshold_uncertainty_score":0.9997846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0835287700765426,"score_gpt":0.2796393210975591,"score_spread":0.1961105510210165,"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."}}