{"id":"W2087901444","doi":"10.5539/hes.v1n2p2","title":"Specifics of Course Management System Benefits for New University Faculty","year":2011,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Course (navigation); Medical education; Computer science; Set (abstract data type); Delivery system; Management system; Faculty development; Higher education; Engineering management; Mathematics education; Multimedia; Professional development; Psychology; Engineering; Medicine; Operations management; Biomedical engineering; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.00006667314,0.00006233268,0.0001105231,0.00005080837,0.00007686071,0.000008488415,0.0002310926,0.000016388,0.000003499531],"category_scores_gemma":[0.000001450722,0.00005768475,0.00003916198,0.0001793597,0.00002056737,0.00008070881,0.00007886973,0.00002451357,0.00001292513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004306191,"about_ca_system_score_gemma":0.00005787061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001897832,"about_ca_topic_score_gemma":0.000001951866,"domain_scores_codex":[0.9995647,0.00001193314,0.00009832404,0.0001499737,0.00009026669,0.00008482116],"domain_scores_gemma":[0.9994153,0.00001899519,0.00009729174,0.0001979027,0.0002353627,0.00003518735],"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":[0.000004053376,0.0001329276,0.002260973,0.000118774,0.0001374092,5.156652e-7,0.001255464,0.00003267768,6.480587e-7,0.9492806,0.03743269,0.00934323],"study_design_scores_gemma":[0.0008095516,0.0001662063,0.2604021,0.0003558438,0.0003083282,0.000002269934,0.0305913,0.0005084749,0.0001743104,0.004076377,0.7022095,0.0003957512],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3491899,0.02495812,0.3777303,0.04674417,0.03453171,0.003133123,0.0002046061,0.002238632,0.1612694],"genre_scores_gemma":[0.7151498,0.0001927403,0.2003717,0.00006613367,0.0002371552,0.000003716698,0.000009256722,0.000007909989,0.0839617],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9452043,"threshold_uncertainty_score":0.2352316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1337959639836579,"score_gpt":0.3382769382734214,"score_spread":0.2044809742897635,"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."}}