{"id":"W95853299","doi":"","title":"TRANSITION TO A NEW CLOUD-BASED LEARNING MANAGEMENT SYSTEM: LESSONS LEARNED THROUGH TECHNICAL PLANNING AND FACULTY SUPPORT AND TRAINING, AT THE UNIVERSITY OF ONTARIO INSTITUTE OF TECHNOLOGY","year":2013,"lang":"en","type":"article","venue":"EDULEARN13 Proceedings","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Cloud computing; Engineering management; Training (meteorology); Learning Management; Knowledge management; Medical education; Computer science; Engineering; Process management; Multimedia; Medicine; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.006230914,0.0002524102,0.0001694098,0.0003411814,0.004411401,0.005258904,0.001899215,0.001440127,0.005119754],"category_scores_gemma":[0.007460954,0.0002771692,0.0003125589,0.0005823028,0.001264788,0.003619109,0.002026766,0.002327054,0.0009335779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01244069,"about_ca_system_score_gemma":0.04698627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2715087,"about_ca_topic_score_gemma":0.4952602,"domain_scores_codex":[0.9971297,0.0005960834,0.000121303,0.0002664505,0.0008462864,0.001040163],"domain_scores_gemma":[0.9923138,0.0007886446,0.0002144011,0.000452709,0.00155081,0.004679682],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001259861,0.01067529,0.1007406,0.0005006266,0.00006346028,0.001300458,0.02897131,0.01497698,0.01498379,0.01881005,0.1048111,0.7029065],"study_design_scores_gemma":[0.0008588274,0.004423068,0.3204945,0.0008317415,0.000161789,0.0006344003,0.1042372,0.04054247,0.02756849,0.0156047,0.4841857,0.0004571377],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8568766,0.0008826521,0.02203309,0.06506015,0.0006022571,0.001009072,0.0006412046,0.001361573,0.05153331],"genre_scores_gemma":[0.9443018,0.0005111962,0.03466143,0.002025221,0.00004918278,0.0001064766,0.0004658369,0.0001453135,0.01773349],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2715087,"threshold_uncertainty_score":0.5398566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04309439684580849,"score_gpt":0.2771930678799376,"score_spread":0.2340986710341291,"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."}}