{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005859033,0.0001452444,0.0001939201,0.0002237999,0.002974877,0.01163641,0.00234803,0.00006659139,0.003820468],"category_scores_gemma":[0.0002339222,0.0001454772,0.00008151754,0.006347209,0.0000226191,0.004750447,0.002377488,0.0002823785,0.001052345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001426876,"about_ca_system_score_gemma":0.003049494,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01212094,"about_ca_topic_score_gemma":0.000831473,"domain_scores_codex":[0.9984779,0.0002238569,0.0002399617,0.0005589848,0.0001960429,0.0003032857],"domain_scores_gemma":[0.9985101,0.0001422596,0.0001849856,0.0008635428,0.00008850875,0.0002106057],"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":[0.000008901919,0.0002077946,0.0004966481,0.000002858001,0.00002450038,0.000006250414,0.0002987305,0.0001415333,0.0000995884,0.0009532265,0.9914513,0.006308622],"study_design_scores_gemma":[0.0002632321,0.00007588818,0.01842258,0.0000308232,0.00000972004,0.0001761738,0.0008031364,0.001930073,0.0002195096,0.004187175,0.973563,0.0003186481],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005213947,0.000009821957,0.0015882,0.006843483,0.002196136,0.001053737,0.000009839448,0.0003384895,0.9827464],"genre_scores_gemma":[0.0318128,0.00003829422,0.005719719,0.0002622868,0.0001513641,0.0004846784,0.0001032117,0.00002348562,0.9614041],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02659885,"threshold_uncertainty_score":0.9997255,"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."}}