{"id":"W7134525904","doi":"","title":"UBC Library Open Education Impact & Activity Report, 2022/2023","year":2023,"lang":"en","type":"other","venue":"cIRcle (University of British Columbia)","topic":"","field":"","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":[0.002829962,0.0008731185,0.0006114259,0.003215639,0.005484349,0.0122912,0.001381675,0.003940558,0.2266473],"category_scores_gemma":[0.006076653,0.0005914256,0.0005213296,0.004817368,0.0009396569,0.00230795,0.002859052,0.002555274,0.1587922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01284936,"about_ca_system_score_gemma":0.04749054,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6620402,"about_ca_topic_score_gemma":0.7785023,"domain_scores_codex":[0.995517,0.0001494134,0.0000988203,0.0001365192,0.003387799,0.0007104257],"domain_scores_gemma":[0.9897821,0.0004867585,0.0001524768,0.0003437629,0.006550731,0.002684152],"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":[0.00005423299,0.00007706923,0.0003994057,0.00009732508,0.000002357828,0.00003909643,0.00005051707,0.00005406371,0.0001490996,0.0009258796,0.9832895,0.01486146],"study_design_scores_gemma":[0.00002099021,0.00001855293,0.006114645,0.0000839843,0.000004900193,0.00002550335,0.000283146,0.00009670895,0.000536386,0.0002688526,0.9925222,0.00002414903],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002530772,0.001079597,0.0005443678,0.006912949,0.001471111,0.0007346297,0.100355,0.002349839,0.8840216],"genre_scores_gemma":[0.005310906,0.0007426178,0.0008211243,0.001710687,0.000119733,0.0002310851,0.02978971,0.0009216898,0.9603525],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9986183,"threshold_uncertainty_score":0.7582109,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01276610284007755,"score_gpt":0.2322329961559148,"score_spread":0.2194668933158373,"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."}}