{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.007164935,0.0004430611,0.0003322031,0.002210061,0.007850654,0.005698773,0.002411874,0.003227165,0.01628291],"category_scores_gemma":[0.01237967,0.0003247756,0.0005407938,0.005003383,0.003315754,0.005905655,0.004763338,0.002001467,0.003111746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004333308,"about_ca_system_score_gemma":0.00353033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004694075,"about_ca_topic_score_gemma":0.01377007,"domain_scores_codex":[0.9893253,0.006846133,0.000452046,0.0005012484,0.002063021,0.0008122339],"domain_scores_gemma":[0.9869827,0.009655164,0.0004383624,0.001082245,0.001010014,0.0008315179],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000309637,0.00209482,0.005143032,0.001761905,0.0000490122,0.01830394,0.1044591,0.002618487,0.002095091,0.4201382,0.1982381,0.2447887],"study_design_scores_gemma":[0.00006377209,0.0002087129,0.0008508567,0.0008897335,0.000015666,0.003593568,0.05963737,0.0006841894,0.001802412,0.01797361,0.9142445,0.00003567189],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1357092,0.009413118,0.03009667,0.01610136,0.001500555,0.002687676,0.001075787,0.0003263286,0.8030893],"genre_scores_gemma":[0.5790216,0.02045037,0.07471752,0.006955895,0.0005816476,0.003988152,0.001443711,0.0002904183,0.3125507],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9975881,"threshold_uncertainty_score":0.05447179,"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."}}