{"id":"W4400526711","doi":"10.1109/gem61861.2024.10585426","title":"Designing a Virtual Learning Environment Authoring Platform: Determining Educator Requirements","year":2024,"lang":"en","type":"article","venue":"","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"Natural Sciences and Engineering Research Council of Canada; University of Ontario Institute of Technology","keywords":"Computer science; Human–computer interaction; Multimedia; Virtual learning environment; Software engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0616567,0.0004851965,0.0005129429,0.002106462,0.00214168,0.005422714,0.001697334,0.001556872,0.002671682],"category_scores_gemma":[0.259774,0.0008106105,0.0003630648,0.0006655342,0.001152867,0.005785634,0.002616255,0.001231855,0.001525125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002405542,"about_ca_system_score_gemma":0.005435662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002060938,"about_ca_topic_score_gemma":0.003921562,"domain_scores_codex":[0.9553447,0.0245615,0.004933172,0.002145776,0.01050223,0.00251257],"domain_scores_gemma":[0.5806984,0.311148,0.01547764,0.01268274,0.07037669,0.009616497],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.001896219,0.004412487,0.4070034,0.003114474,0.00009059074,0.002892578,0.09056089,0.007324698,0.08882571,0.01105351,0.008420139,0.3744052],"study_design_scores_gemma":[0.0006945348,0.00879092,0.419572,0.003380261,0.0004902367,0.004834058,0.1414514,0.08909308,0.1875195,0.008440702,0.1348572,0.0008761095],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9120529,0.0001758724,0.06376145,0.001341474,0.00006058627,0.003123492,0.0002115346,0.0006449053,0.01862773],"genre_scores_gemma":[0.8532221,0.0002030144,0.1399459,0.0003465086,0.00002903185,0.002189761,0.0003958702,0.000323311,0.003344546],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0616567,"threshold_uncertainty_score":0.3260757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03455986277320913,"score_gpt":0.2932985961029271,"score_spread":0.258738733329718,"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."}}