{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005175599,0.0002422185,0.000400203,0.00235602,0.001300952,0.001550263,0.0006175343,0.000572002,0.01462319],"category_scores_gemma":[0.02515097,0.0001750542,0.0007981848,0.002308651,0.0004053189,0.001692145,0.001495154,0.0008042112,0.0008296794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002134887,"about_ca_system_score_gemma":0.003121791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004730355,"about_ca_topic_score_gemma":0.01285879,"domain_scores_codex":[0.9962542,0.0009546574,0.0003062253,0.0002513936,0.001615205,0.0006183414],"domain_scores_gemma":[0.9674127,0.01475463,0.004455829,0.002681598,0.007318546,0.003376719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.004531662,0.004114397,0.3399163,0.001754534,0.0002600253,0.0006915622,0.002260676,0.003511223,0.01016555,0.003749554,0.009783522,0.619261],"study_design_scores_gemma":[0.0001403432,0.002268282,0.9730566,0.0001247618,0.0001205058,0.0002906642,0.002168245,0.0009035398,0.005498037,0.000697643,0.01469775,0.00003351862],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9655655,0.0006398857,0.001301819,0.001561822,0.00007434106,0.0005023843,0.001044536,0.0001803724,0.02912925],"genre_scores_gemma":[0.9902401,0.0003223227,0.00266141,0.0002863248,0.00007795242,0.0002176012,0.0007983496,0.00003361608,0.005362365],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01462319,"threshold_uncertainty_score":0.04891944,"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."}}