{"id":"W2921776573","doi":"10.19173/irrodl.v20i1.3924","title":"OER Mainstreaming in Tonga","year":2019,"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":"Bộ Giáo dục và Ðào tạo; William and Flora Hewlett Foundation","keywords":"Mainstreaming; Open educational resources; Livelihood; Commonwealth; Sustainable development; Political science; Environmental resource management; Environmental planning; Geography; Computer science; Library science; Special education; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006009459,0.00007001245,0.000181527,0.0001681818,0.00008142977,0.0002977279,0.001868892,0.00002547167,0.0002833255],"category_scores_gemma":[0.00120571,0.00005189003,0.0000264563,0.0007577866,0.00005478639,0.0005082554,0.001291739,0.0006952399,0.00008631621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001056481,"about_ca_system_score_gemma":0.0001789064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004622079,"about_ca_topic_score_gemma":0.00002220833,"domain_scores_codex":[0.9981356,0.0005582234,0.0003070704,0.0002494915,0.0005196089,0.0002299634],"domain_scores_gemma":[0.9987857,0.0006537417,0.00009935925,0.0002280704,0.0001831633,0.00004996208],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005618931,0.0002718577,0.5411562,0.001353193,0.00003461784,0.00002790076,0.001271085,0.001006406,0.0002792878,0.3503034,0.004334992,0.09990491],"study_design_scores_gemma":[0.003226992,0.0003561883,0.3182861,0.03729644,0.000006061516,0.00007905156,0.02544102,0.06067368,0.0003480724,0.005336287,0.5483464,0.0006036898],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5976242,0.01232701,0.001588984,0.06831526,0.0006209056,0.002435489,0.000009547591,0.00004435471,0.3170342],"genre_scores_gemma":[0.9904004,0.007553503,0.0004543136,0.0002216161,0.00001769627,0.00003247766,0.00002835803,0.000004393236,0.001287232],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5440114,"threshold_uncertainty_score":0.3472898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06116449907899058,"score_gpt":0.4265029566847953,"score_spread":0.3653384576058047,"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."}}