{"id":"W2113910046","doi":"10.19173/irrodl.v14i2.1493","title":"Exploration of open educational resources in non-English speaking communities","year":2013,"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":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Open educational resources; Scopus; Portuguese; World Wide Web; Open education; Computer science; Higher education; Political science; Linguistics","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":[0.006823884,0.000231152,0.0005416134,0.005142787,0.004203122,0.00968441,0.001049523,0.001156388,0.006812405],"category_scores_gemma":[0.01823646,0.0001811402,0.000322312,0.006779935,0.003849195,0.01119917,0.006996454,0.0006242329,0.0005444958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002656775,"about_ca_system_score_gemma":0.004639828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005296896,"about_ca_topic_score_gemma":0.01026092,"domain_scores_codex":[0.9923133,0.005180025,0.0003067286,0.0004436428,0.001139057,0.0006172031],"domain_scores_gemma":[0.9770183,0.01743076,0.00222117,0.0005555598,0.001475942,0.001298315],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001550785,0.0001952728,0.02398648,0.002253528,0.00003257011,0.003408979,0.7738329,0.000117454,0.001417103,0.02735203,0.002768495,0.1644801],"study_design_scores_gemma":[0.00001856976,0.00007593478,0.02025711,0.001451158,0.00002152939,0.000780105,0.8758031,0.0002762624,0.000462863,0.006904528,0.09392162,0.00002718571],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8894325,0.01197727,0.003481808,0.004516903,0.00009854361,0.0002059621,0.0001793376,0.0000440044,0.09006371],"genre_scores_gemma":[0.9911162,0.003098032,0.001126875,0.0003012498,0.00003383277,0.00008009861,0.00007994262,0.00001665664,0.004147142],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9989505,"threshold_uncertainty_score":0.03608859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1202832635477158,"score_gpt":0.4380646283840066,"score_spread":0.3177813648362907,"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."}}