{"id":"W4415473420","doi":"10.22488/okstate.25.000011","title":"Open Educational Resources Research Case Studies","year":2025,"lang":"en","type":"book","venue":"Oklahoma State University Libraries eBooks","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Open educational resources; Educational research; Educational resources; Open university; Open education; Higher education","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":["metaepi_narrow","sts","scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.0006778515,0.0003316327,0.0004654085,0.0009434609,0.002278014,0.002347148,0.004586329,0.0001913826,0.0001947128],"category_scores_gemma":[0.0001618469,0.0003747335,0.0001100403,0.0003458332,0.0007156551,0.001482767,0.009562519,0.001101106,0.0001768563],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005685506,"about_ca_system_score_gemma":0.006594479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002641004,"about_ca_topic_score_gemma":0.0002109514,"domain_scores_codex":[0.9971627,0.0005858305,0.000277106,0.0009437189,0.00051524,0.0005153772],"domain_scores_gemma":[0.9965203,0.001472415,0.0002207301,0.0009404938,0.0006121703,0.0002338354],"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":[0.0000287209,0.00002724372,0.00001362654,0.00008574139,0.0001510709,0.0009006486,0.01381464,0.000003633108,3.998207e-7,0.603809,0.3759802,0.005185126],"study_design_scores_gemma":[0.0002906517,0.00007382173,0.00001985816,0.0002268242,0.00002223548,0.0001349374,0.012568,0.0000302663,0.00001220621,0.06622361,0.9200426,0.0003549536],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003276488,0.0002975544,0.0001202224,0.003281179,0.0006504033,0.0005770762,0.00004346146,0.0001498825,0.9945526],"genre_scores_gemma":[0.0005319099,0.00009432188,0.005303583,0.0002395604,0.0001316586,0.000005291177,0.0000500128,0.00002216573,0.9936215],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5440624,"threshold_uncertainty_score":0.9998705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07228607960634198,"score_gpt":0.3208223558557701,"score_spread":0.2485362762494281,"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."}}