{"id":"W2801921902","doi":"10.19173/irrodl.v19i2.3415","title":"A Collaborative Approach to OER Policy and Guidelines Development in the Commonwealth: The Case of Botswana, Cameroon, and Sri Lanka","year":2018,"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":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Open University of Sri Lanka; William and Flora Hewlett Foundation","keywords":"Commonwealth; Economic growth; Open educational resources; Political science; Sustainable development; Capacity building; Public administration; Sociology; Pedagogy; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.02026409,0.0005434782,0.0002900309,0.003019627,0.01243598,0.008050396,0.001673826,0.003421679,0.003297723],"category_scores_gemma":[0.01884811,0.0005183722,0.0005000681,0.003889519,0.00877382,0.005448923,0.009868671,0.002853694,0.0001391069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02412357,"about_ca_system_score_gemma":0.06735049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1410664,"about_ca_topic_score_gemma":0.1969941,"domain_scores_codex":[0.983816,0.01045255,0.0005742105,0.0007333867,0.0008569206,0.003566891],"domain_scores_gemma":[0.9759535,0.01522458,0.001764019,0.0009145297,0.002489976,0.003653429],"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":[0.0001661782,0.0006512143,0.05639765,0.001367216,0.0001373524,0.04245592,0.2163263,0.008075912,0.004557313,0.4882853,0.01214272,0.1694369],"study_design_scores_gemma":[0.0002214964,0.0005864915,0.0562928,0.003371388,0.0002198053,0.005154621,0.5660381,0.009301149,0.002403999,0.04607975,0.3100826,0.0002478698],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8027253,0.007701621,0.01570291,0.06855994,0.0003352352,0.001775627,0.0001156402,0.00006568268,0.103018],"genre_scores_gemma":[0.9856812,0.001108774,0.008123683,0.001103018,0.00001456823,0.0002757796,0.00002156569,0.000008830326,0.003662496],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9983262,"threshold_uncertainty_score":0.2804907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.135780366564368,"score_gpt":0.4889542558047061,"score_spread":0.3531738892403381,"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."}}