{"id":"W4415323914","doi":"10.34190/ecel.24.1.4071","title":"From Scratch to Screen: Creating an Online Learning Centre","year":2025,"lang":"","type":"article","venue":"European Conference on e-Learning","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Videoconferencing; Distance education; Professional development; Zoom; Virtual learning environment; Online learning; Synchronous learning; Lifelong learning; Educational technology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.004385612,0.0008845393,0.0004817912,0.002517306,0.002766956,0.009894405,0.004272129,0.003292119,0.01745362],"category_scores_gemma":[0.01307432,0.0005039731,0.001119165,0.001262898,0.00272182,0.01532846,0.01375006,0.003112474,0.01038146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001415837,"about_ca_system_score_gemma":0.003473136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001331817,"about_ca_topic_score_gemma":0.002405981,"domain_scores_codex":[0.9951472,0.00187324,0.0002336764,0.0006223887,0.001458033,0.0006654289],"domain_scores_gemma":[0.9912238,0.003181841,0.0003692255,0.001457343,0.001237277,0.002530487],"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":[0.0002636849,0.001090289,0.003791335,0.001752908,0.00006781379,0.002264094,0.03008019,0.002266551,0.00950874,0.06567493,0.0821917,0.8010478],"study_design_scores_gemma":[0.00007121095,0.0004232588,0.001343126,0.0009257632,0.00005295416,0.001503068,0.008099918,0.004010362,0.006342461,0.01724925,0.9597656,0.0002131779],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.06388567,0.003943541,0.6353952,0.006447871,0.002619563,0.002452533,0.0006618254,0.02447271,0.260121],"genre_scores_gemma":[0.2469534,0.002766074,0.662316,0.003149059,0.0004999487,0.00136257,0.0009659804,0.003877829,0.07810917],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01745362,"threshold_uncertainty_score":0.05838817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0396771876589463,"score_gpt":0.3218596690321758,"score_spread":0.2821824813732295,"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."}}