{"id":"W4293112001","doi":"10.1515/edu-2022-0019","title":"Institutional Measures for Supporting OER in Higher Education: An International Case-Based Study","year":2022,"lang":"en","type":"article","venue":"Open Education Studies","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Roads University; Athabasca University","funders":"Bundesministerium für Bildung und Forschung","keywords":"Open educational resources; Promotion (chess); Context (archaeology); Higher education; Political science; China; Economic growth; Sociology; Pedagogy; Geography; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001445752,0.0001485203,0.0001947127,0.0003074149,0.001242937,0.000535026,0.00109483,0.00001889379,0.000570388],"category_scores_gemma":[0.0001964289,0.0001575824,0.00003983174,0.0005647349,0.00003251571,0.001520689,0.0006228374,0.0001888339,0.00001551498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005303075,"about_ca_system_score_gemma":0.002906936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003480523,"about_ca_topic_score_gemma":0.000182633,"domain_scores_codex":[0.9981547,0.0002820778,0.0004340759,0.0005478939,0.0003696221,0.0002116418],"domain_scores_gemma":[0.9985377,0.0001323862,0.0002376287,0.0003801149,0.0006326046,0.00007961327],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001416123,0.02223569,0.2253259,0.00006286299,0.0003185567,0.00005270496,0.05974566,0.01074168,0.00004947399,0.4582522,0.04503096,0.1780427],"study_design_scores_gemma":[0.001547366,0.0004345452,0.08201485,0.00003588613,0.00002937516,0.0001622098,0.3165692,0.001396401,0.00002353525,0.002071566,0.5951492,0.0005658611],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8650308,0.0005459987,0.001143039,0.04004514,0.02845905,0.004357604,0.00001807475,0.0001664797,0.06023378],"genre_scores_gemma":[0.9750807,0.000003296063,0.01077094,0.001970574,0.0002867052,0.003890266,0.00006402563,0.00001209955,0.007921335],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5501183,"threshold_uncertainty_score":0.955979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1702842475937434,"score_gpt":0.4441524540582452,"score_spread":0.2738682064645018,"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."}}