{"id":"W24375297","doi":"10.1002/bjs.9380","title":"TRANSITION TO A NEW CLOUD-BASED LEARNING MANAGEMENT SYSTEM: LESSONS LEARNED REGARDING FACULTY TRAINING AND SUPPORT IN THE FACULTY OF HEALTH SCIENCES AT THE UNIVERSITY OF ONTARIO INSTITUTE OF TECHNOLOGY","year":2014,"lang":"en","type":"article","venue":"INTED2014 Proceedings","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Cloud computing; Medical education; Training (meteorology); Engineering management; Knowledge management; Engineering; Computer science; 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":[0.007049402,0.0001937356,0.0001951528,0.000293826,0.002772973,0.005971366,0.002296278,0.001710985,0.00493847],"category_scores_gemma":[0.008863317,0.000190622,0.0003872614,0.0005474951,0.001030148,0.004365873,0.001965368,0.002895996,0.000815528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006607407,"about_ca_system_score_gemma":0.0197666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1094189,"about_ca_topic_score_gemma":0.2048865,"domain_scores_codex":[0.9960291,0.0008929789,0.0002082776,0.0002880135,0.00127618,0.001305415],"domain_scores_gemma":[0.9905234,0.001248247,0.0002914554,0.0005410253,0.002398813,0.004997066],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.001113719,0.006140288,0.1360357,0.0006277882,0.0001192577,0.001548555,0.01918698,0.009391232,0.0139089,0.02559973,0.1348469,0.6514809],"study_design_scores_gemma":[0.0006398355,0.003856408,0.3624285,0.001226624,0.0001821411,0.001344641,0.09780733,0.05292606,0.01569921,0.02056109,0.4429707,0.0003574494],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7411451,0.001118,0.02245917,0.1964705,0.001699005,0.0006243528,0.0005123368,0.0009665085,0.03500507],"genre_scores_gemma":[0.9550613,0.0005758262,0.02882444,0.006423909,0.0001507245,0.00007499765,0.0003574101,0.0001006091,0.008430758],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1094189,"threshold_uncertainty_score":0.217564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04017411376031892,"score_gpt":0.2627487046535552,"score_spread":0.2225745908932363,"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."}}