{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.002889243,0.0002206482,0.0002896398,0.001594025,0.003413144,0.003329169,0.0007413402,0.0006342023,0.002999266],"category_scores_gemma":[0.002252958,0.0001964112,0.0003552024,0.004378045,0.004237119,0.002619874,0.004452056,0.0009045666,0.0001859738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01259995,"about_ca_system_score_gemma":0.02127616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1439491,"about_ca_topic_score_gemma":0.1700364,"domain_scores_codex":[0.9985402,0.0003891182,0.0001246803,0.0001788517,0.0003126399,0.0004546772],"domain_scores_gemma":[0.9981421,0.0003962021,0.0002958435,0.0001559597,0.0004828803,0.0005270411],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009705246,0.0001777156,0.09955848,0.003433684,0.00008682031,0.004055576,0.2858131,0.0006738568,0.00575212,0.1944801,0.005622406,0.4002491],"study_design_scores_gemma":[0.0000244892,0.0003007136,0.3579383,0.001778049,0.0001425183,0.001048454,0.1838384,0.001083073,0.002524497,0.0151278,0.4360838,0.000109929],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8695299,0.02952265,0.00312353,0.0180312,0.0003227,0.0002559048,0.0002537621,0.0001054164,0.0788549],"genre_scores_gemma":[0.9847895,0.005998632,0.001080325,0.0009202069,0.00001956073,0.00006645394,0.00007204377,0.00001862335,0.007034603],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9992586,"threshold_uncertainty_score":0.2862224,"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."}}