{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.004810435,0.0006849412,0.0006322393,0.002072449,0.02327405,0.007052757,0.003561263,0.005892468,0.005699313],"category_scores_gemma":[0.009808446,0.0005478029,0.0007384732,0.003043782,0.007081148,0.004649444,0.009103557,0.005468751,0.001051304],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008639856,"about_ca_system_score_gemma":0.006580541,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03155199,"about_ca_topic_score_gemma":0.08355983,"domain_scores_codex":[0.9920657,0.005108957,0.0002011767,0.0003464319,0.0007814176,0.001496362],"domain_scores_gemma":[0.9913483,0.003977871,0.0005825299,0.0004004647,0.0005336757,0.003157158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001632775,0.002662013,0.01463448,0.000563523,0.00003413801,0.1127167,0.7888901,0.001070983,0.002388034,0.02529045,0.009248337,0.04233791],"study_design_scores_gemma":[0.00001897419,0.0003013441,0.005314091,0.0004071798,0.00002051993,0.009717483,0.9228014,0.0009608334,0.0008276332,0.001909221,0.05766789,0.00005332198],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9494234,0.0006541468,0.002358512,0.007666972,0.0001054222,0.0003851293,0.0001006245,0.00004792356,0.03925788],"genre_scores_gemma":[0.9781243,0.001400972,0.003792078,0.001820905,0.00003973175,0.0002750875,0.00006786054,0.00005482532,0.01442418],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9964387,"threshold_uncertainty_score":0.06273669,"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."}}