{"id":"W1578667153","doi":"10.19173/irrodl.v14i2.1534","title":"Moving to open educational resources at Athabasca University: A case study","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":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"Athabasca University","keywords":"Open educational resources; Commonwealth; Charter; Higher education; Globe; Library science; Political science; Distance education; Educational technology; Sociology; Media studies; Pedagogy; Psychology; Computer science; Law","routes":{"ca_aff":true,"ca_fund":true,"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":[0.004630084,0.00009112485,0.0001949641,0.0001954108,0.0005394288,0.001013138,0.003805443,0.00001990643,0.000761746],"category_scores_gemma":[0.001562648,0.00007205371,0.00002765088,0.000961092,0.00006714541,0.0009584534,0.007440065,0.0004436775,0.0001406097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002369873,"about_ca_system_score_gemma":0.0002760147,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01423389,"about_ca_topic_score_gemma":0.0003306464,"domain_scores_codex":[0.9975501,0.001009601,0.0002777571,0.0003611176,0.0005690565,0.0002323185],"domain_scores_gemma":[0.9979148,0.0009819843,0.000128723,0.0003135195,0.0005103495,0.0001506504],"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":[0.0002074764,0.002286104,0.613773,0.001104317,0.000296751,0.0007001259,0.02917974,0.0009635926,0.0001735178,0.111109,0.08155129,0.158655],"study_design_scores_gemma":[0.002209492,0.0006889676,0.1608672,0.007820239,0.00001950105,0.0009755155,0.2675926,0.009491883,0.00002930611,0.00142398,0.5483084,0.0005728556],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8846814,0.001095347,0.000316039,0.06745724,0.0001231888,0.002731394,0.000008000558,0.00001604779,0.04357137],"genre_scores_gemma":[0.9922679,0.0007716338,0.0008218353,0.0003042076,0.00002958875,0.00008156709,0.00002086184,0.000005811484,0.005696592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4667571,"threshold_uncertainty_score":0.9923304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07521398746697439,"score_gpt":0.4182678576641287,"score_spread":0.3430538701971543,"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."}}