{"id":"W1545455759","doi":"","title":"Towards Assessing Pedagogical Support in Learning Management Systems: Validation of a Multidimensional Scale","year":2008,"lang":"en","type":"article","venue":"E-Learn: World Conference on E-Learning in Corporate, Government, Healthcare, and Higher Education","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Scale (ratio); Computer science; Data science; Knowledge management; Geography","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":[0.02066375,0.0005415667,0.0004812435,0.002541985,0.001060851,0.002845523,0.001009707,0.001497134,0.001819504],"category_scores_gemma":[0.08009867,0.0003908474,0.001332091,0.001120018,0.001497569,0.002984674,0.003867541,0.001389797,0.0006651198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00136203,"about_ca_system_score_gemma":0.001810039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000975094,"about_ca_topic_score_gemma":0.00125973,"domain_scores_codex":[0.9843608,0.006349969,0.002247351,0.001196763,0.005462938,0.0003822016],"domain_scores_gemma":[0.9241981,0.04747685,0.00595866,0.00614833,0.01387543,0.002342635],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001935932,0.004421461,0.7805926,0.0007996022,0.000600969,0.0001133448,0.01291732,0.003728974,0.0136811,0.00531642,0.002220261,0.173672],"study_design_scores_gemma":[0.0008979376,0.008153901,0.9094855,0.0005319001,0.0005351963,0.0003004055,0.01247803,0.03049478,0.01442811,0.00843739,0.01401482,0.000242046],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9696748,0.0001525797,0.01912499,0.0003760961,0.00009970673,0.002603312,0.000326418,0.0001030962,0.00753896],"genre_scores_gemma":[0.9563342,0.0001082131,0.03939686,0.0001395349,0.00002689681,0.002702216,0.0003974286,0.00002631186,0.0008682275],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02066375,"threshold_uncertainty_score":0.1092817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1470796345172131,"score_gpt":0.3785142792325831,"score_spread":0.23143464471537,"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."}}