{"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":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002716424,0.00004788091,0.0001777361,0.00008781005,0.000256341,0.002263429,0.001218345,0.0000746931,0.001289223],"category_scores_gemma":[0.00003575705,0.0001501411,0.0001234852,0.0008552209,0.00006769006,0.004400453,0.0008167574,0.0002396921,0.0002843505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009803491,"about_ca_system_score_gemma":0.001301107,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0952182,"about_ca_topic_score_gemma":0.02372854,"domain_scores_codex":[0.9988562,0.00009697043,0.00010874,0.0005375427,0.0002000851,0.0002004113],"domain_scores_gemma":[0.9991158,0.00005471497,0.0001038537,0.0004781169,0.00007614217,0.0001713226],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00000275721,0.0001657138,0.004215536,0.00005496841,0.00003718591,0.0001644106,0.0004336674,0.000008278507,0.0001150453,0.00006676858,0.2380795,0.7566562],"study_design_scores_gemma":[0.0001301066,0.00004217422,0.9287481,0.0002206053,0.00001504299,0.000437102,0.0009059598,0.000780392,0.000001564565,0.0008904123,0.06762311,0.0002054282],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8787121,0.0002273974,0.003303909,0.001419875,0.001494602,0.0002936023,0.0000239625,0.0002273666,0.1142972],"genre_scores_gemma":[0.9014153,0.00007515476,0.003736984,0.00005600599,0.00006398588,0.000001088091,0.00003426884,0.00001159279,0.0946056],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9245326,"threshold_uncertainty_score":0.9996237,"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."}}