{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003578519,0.00007387791,0.0001842367,0.0002175009,0.0001185795,0.0009304148,0.001683333,0.00002747736,0.0003947489],"category_scores_gemma":[0.001877409,0.00005761241,0.00001669947,0.0006461394,0.0001064344,0.00176744,0.001427585,0.0003683003,0.0000104069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009239888,"about_ca_system_score_gemma":0.0003486565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005096825,"about_ca_topic_score_gemma":0.00003593774,"domain_scores_codex":[0.998116,0.0006484668,0.0003925229,0.0002439818,0.0004503445,0.0001487102],"domain_scores_gemma":[0.9980614,0.0009128908,0.0001992658,0.0001979676,0.0005660155,0.00006242928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004483249,0.0004972849,0.5653788,0.0009732568,0.0000333961,7.324394e-7,0.001557366,0.0001910019,0.0004147811,0.3484983,0.004770096,0.07764013],"study_design_scores_gemma":[0.0004254681,0.00005139803,0.9397422,0.006929919,0.000003133332,0.000007560386,0.00279558,0.001713317,0.00006579023,0.007035708,0.04111524,0.0001146518],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7763927,0.01222796,0.0001646182,0.1257274,0.0003293755,0.002728016,0.000007769292,0.00001350296,0.08240861],"genre_scores_gemma":[0.991175,0.005300966,0.001017842,0.0001827186,0.0000285269,0.0001621851,0.00004491856,0.000004749779,0.002083119],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3743634,"threshold_uncertainty_score":0.8972012,"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."}}