{"id":"W1568034861","doi":"10.19173/irrodl.v14i4.1573","title":"Measuring use and creation of open educational resources in higher education","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":112,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University; Okanagan College","funders":"","keywords":"Open educational resources; Open education; Higher education; Knowledge management; Computer science; Political science; Library science; World Wide Web","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.01093115,0.0001787501,0.0002038518,0.004148138,0.0008922737,0.002753678,0.0006424176,0.0004928203,0.001594205],"category_scores_gemma":[0.04388056,0.0002314665,0.0002733446,0.005287989,0.001089496,0.003251586,0.002988205,0.0007049439,0.0003401103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002603885,"about_ca_system_score_gemma":0.003269571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004845101,"about_ca_topic_score_gemma":0.01073813,"domain_scores_codex":[0.9854413,0.005716656,0.001738299,0.0006050137,0.005472369,0.001026478],"domain_scores_gemma":[0.9356784,0.02963473,0.01936618,0.002619812,0.008020005,0.004680723],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003766078,0.0004078815,0.9119498,0.0002105118,0.00003969184,0.00007596508,0.009025077,0.0003877516,0.0007703734,0.001552042,0.0007527974,0.07479046],"study_design_scores_gemma":[0.000005457493,0.0001771618,0.9766084,0.0001115071,0.00001811699,0.00008422318,0.01620936,0.0007369847,0.001122163,0.0005775603,0.004319218,0.00002989449],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904186,0.0001444844,0.001281618,0.0002412256,0.000006479203,0.0001066198,0.000151474,0.00001512929,0.007634298],"genre_scores_gemma":[0.995865,0.0001776678,0.002740353,0.00005821761,0.000007133498,0.00008936022,0.0001592225,0.000004984175,0.0008980374],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9993576,"threshold_uncertainty_score":0.05781013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1777374521065849,"score_gpt":0.4384673148395885,"score_spread":0.2607298627330036,"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."}}