{"id":"W2981290691","doi":"10.19173/irrodl.v20i4.4163","title":"Rethinking Open Universities","year":2019,"lang":"en","type":"article","venue":"The International Review of Research in Open and Distributed Learning","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Open education; Distance education; Higher education; Institution; China; Public relations; Face (sociological concept); Quality (philosophy); Political science; Open learning; Open educational resources; Sociology; Business; Public administration; Pedagogy; Teaching method; Law; Social science","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":[],"consensus_categories":[],"category_scores_codex":[0.03167702,0.0003813771,0.0005457064,0.002774508,0.00718364,0.02263646,0.002259397,0.008066122,0.004944369],"category_scores_gemma":[0.04893856,0.0004235039,0.0006970958,0.00292026,0.03367116,0.03486307,0.02100141,0.008052944,0.001006938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01048923,"about_ca_system_score_gemma":0.01300276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005347087,"about_ca_topic_score_gemma":0.005811008,"domain_scores_codex":[0.9669445,0.01902717,0.001438034,0.002686901,0.006275086,0.003628312],"domain_scores_gemma":[0.9402418,0.03666962,0.003485699,0.007865984,0.006613112,0.00512369],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000009414955,0.00001017457,0.0003268477,0.0001066811,0.000004290368,0.00006443428,0.004929303,0.0002360809,0.00008732337,0.96482,0.00468054,0.02472501],"study_design_scores_gemma":[0.0000139432,0.00004855343,0.0009439191,0.0006900511,0.000009450251,0.0001274079,0.009450501,0.0004293429,0.0003307952,0.3652225,0.6226862,0.00004735014],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1122202,0.07911808,0.08064017,0.3950429,0.01314416,0.0001242016,0.000125492,0.0005880331,0.3189967],"genre_scores_gemma":[0.9254958,0.01529263,0.00804806,0.02607892,0.003176105,0.0001241863,0.00005269288,0.0002068845,0.0215247],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03167702,"threshold_uncertainty_score":0.1675261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1041481671134288,"score_gpt":0.4814044195175218,"score_spread":0.377256252404093,"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."}}