{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003022241,0.0001378206,0.0002321281,0.0001502748,0.0003522959,0.00008020908,0.0003844363,0.0001039186,0.00005138267],"category_scores_gemma":[0.00002838038,0.0001245703,0.00003755718,0.0004512716,0.00016225,0.0004712633,0.0002687911,0.0003390796,0.00001679661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001772626,"about_ca_system_score_gemma":0.0001850285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001965221,"about_ca_topic_score_gemma":0.0001983923,"domain_scores_codex":[0.9989547,0.00001357768,0.0002006915,0.0003877872,0.0002047321,0.0002385806],"domain_scores_gemma":[0.9994813,0.00001494581,0.0001698125,0.0001177201,0.0001123952,0.0001038091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002811631,0.0002971997,0.05215677,0.001726525,0.0002981882,0.00002996665,0.4827357,0.006868961,0.01324064,0.2750917,0.01731749,0.1499557],"study_design_scores_gemma":[0.002515643,0.001251122,0.07294041,0.000974487,0.0001263654,0.0001710166,0.1406871,0.003957808,0.001732082,0.0007934421,0.7741287,0.000721783],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9478306,0.00002822308,0.02592909,0.01294136,0.0001174106,0.0005858148,8.93896e-7,0.0002053151,0.01236131],"genre_scores_gemma":[0.9504986,0.000006093364,0.04541571,0.0000918751,0.00001629554,0.000007107351,0.000003409609,0.000008508636,0.003952342],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7568113,"threshold_uncertainty_score":0.507983,"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."}}