{"id":"W6905027928","doi":"10.14288/1.0434177","title":"UBC Library Open Education Impact & Activity Report, 2022/2023","year":2023,"lang":"en","type":"article","venue":"Open Collections","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":[0.004602915,0.001018223,0.000699027,0.003910523,0.006119326,0.01588023,0.001634536,0.004213833,0.2646689],"category_scores_gemma":[0.007885401,0.0005866099,0.000599132,0.005018256,0.001187528,0.003057678,0.003783013,0.002867948,0.1816684],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009351277,"about_ca_system_score_gemma":0.04754806,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3585022,"about_ca_topic_score_gemma":0.4790393,"domain_scores_codex":[0.9935364,0.0002683021,0.0001178942,0.0001825432,0.005056969,0.0008379034],"domain_scores_gemma":[0.9858553,0.0007381914,0.0002568981,0.0005683005,0.008857056,0.003724276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00008457018,0.0001807226,0.0006885442,0.0001451292,0.000003868607,0.00005609619,0.00007970215,0.00006591428,0.0003235312,0.000985326,0.9752377,0.0221487],"study_design_scores_gemma":[0.00002485085,0.00004031661,0.007077601,0.00008268566,0.000005672054,0.00003506792,0.0003859008,0.0001207683,0.001020285,0.0002624562,0.9909175,0.00002694025],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.004126885,0.001239588,0.0008239467,0.008039529,0.002147434,0.00161853,0.08320925,0.002589956,0.8962049],"genre_scores_gemma":[0.007998623,0.0008202544,0.001346596,0.001376714,0.0001902706,0.0003754061,0.03080494,0.001051376,0.9560358],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9983655,"threshold_uncertainty_score":0.8854055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04168884132812661,"score_gpt":0.3598912264657486,"score_spread":0.318202385137622,"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."}}