{"id":"W4413341391","doi":"10.19173/irrodl.v26i3.8637","title":"Open Educational Resource Policy Development at a Campus of the University of the West Indies","year":2025,"lang":"en","type":"article","venue":"The International Review of Research in Open and Distributed Learning","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","keywords":"West indies; Distance education; Open university; Higher education; Library science; Sociology; Pedagogy; Computer science; Economic growth; Ethnology; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003370792,0.00005978522,0.0001558096,0.00009779986,0.0004717019,0.0001138842,0.005171344,0.00002166397,0.0001270486],"category_scores_gemma":[0.002210435,0.00003568063,0.00003887705,0.001101184,0.0002681105,0.00018688,0.007900443,0.0003624224,0.000005392758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002263549,"about_ca_system_score_gemma":0.001719424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001397233,"about_ca_topic_score_gemma":0.0001440478,"domain_scores_codex":[0.9982042,0.000753862,0.0002638006,0.0001715285,0.0004763647,0.0001301922],"domain_scores_gemma":[0.9983655,0.0007020439,0.0002477766,0.0003048781,0.000350681,0.00002916657],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001172134,0.000365679,0.3421391,0.001398736,0.0001646696,0.000001003535,0.006709468,0.000761332,0.0001667567,0.5667539,0.02762134,0.05380081],"study_design_scores_gemma":[0.0004558517,0.00001966936,0.503789,0.007592358,0.000006032245,0.000005570214,0.007016214,0.0004052361,0.0003552761,0.001695187,0.4785848,0.00007484561],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.268146,0.008940591,0.0006615714,0.4372104,0.0004276725,0.00312834,0.00004174826,0.00001240474,0.2814312],"genre_scores_gemma":[0.988451,0.001758158,0.0003637995,0.0002641306,0.00001101839,0.00001020421,0.00001749635,0.000002366213,0.009121833],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.720305,"threshold_uncertainty_score":0.9847338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04716488975856516,"score_gpt":0.4018996481738112,"score_spread":0.354734758415246,"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."}}