{"id":"W2153378020","doi":"10.1016/j.compedu.2009.09.008","title":"Mining LMS data to develop an “early warning system” for educators: A proof of concept","year":2009,"lang":"en","type":"article","venue":"Computers & Education","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":1006,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Australian Government","keywords":"Computer science; Learning Management; Tracking (education); Blackboard (design pattern); Dashboard; Contrast (vision); Predictive power; Logistic regression; Data science; Psychology; Machine learning; Artificial intelligence; Multimedia; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05656257776792639,"score_gpt":0.3762020542084282,"score_spread":0.3196394764405018,"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."}}