{"id":"W6886090303","doi":"10.14288/1.0445574","title":"UBC Library Open Education Impact & Activity Report, 2023/2024","year":2024,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Open education; Open university; Distance education; Open educational resources; Higher education; Continuing education; Open research","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":["open_science"],"consensus_categories":[],"category_scores_codex":[0.00467872,0.0009287844,0.0006539255,0.003969209,0.005617061,0.01357772,0.001546151,0.004145313,0.2903238],"category_scores_gemma":[0.008473441,0.0005556557,0.0005524392,0.004906816,0.001161035,0.002926429,0.003534683,0.002512705,0.1777286],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009483621,"about_ca_system_score_gemma":0.05067465,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3912805,"about_ca_topic_score_gemma":0.4845073,"domain_scores_codex":[0.9939687,0.0002631494,0.000115406,0.0001559589,0.004690912,0.0008058086],"domain_scores_gemma":[0.9847761,0.0008817192,0.0003215008,0.0005946156,0.009472765,0.003953279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008787905,0.0001645903,0.000773565,0.0001461021,0.000003852944,0.0000490224,0.00007261837,0.00006667619,0.0003223068,0.001001984,0.9721214,0.02518996],"study_design_scores_gemma":[0.0000235956,0.00003810231,0.00716982,0.00007142998,0.000006242137,0.00002987731,0.0003382526,0.0001112409,0.001102641,0.0002510588,0.9908319,0.00002578608],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004425606,0.001230076,0.000795592,0.008882749,0.002013112,0.001311699,0.08882046,0.002619794,0.8899009],"genre_scores_gemma":[0.007317255,0.0007317377,0.001310659,0.001049766,0.0001525879,0.0003066744,0.02697985,0.000827981,0.9613235],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9984539,"threshold_uncertainty_score":0.9712297,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01420043849958825,"score_gpt":0.2459926523139672,"score_spread":0.231792213814379,"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."}}