{"id":"W2903263086","doi":"10.19173/irrodl.v19i5.3548","title":"Sustainability of Open Education Through Collaboration","year":2018,"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":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Openness to experience; Open educational resources; Sustainability; Unbundling; Business model; Subsidy; Business; Higher education; Public relations; Open education; Marketing; Knowledge management; Economics; Sociology; Industrial organization; Economic growth; Political science; Pedagogy; Computer science; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006739622,0.00006836854,0.0001928993,0.0000906778,0.0002233383,0.0005569187,0.003055745,0.00002719481,0.0001604452],"category_scores_gemma":[0.004910285,0.00005170598,0.00002144483,0.00127157,0.000235534,0.001311156,0.002192371,0.0003272366,0.00001087018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001763339,"about_ca_system_score_gemma":0.001564247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00152678,"about_ca_topic_score_gemma":0.00004557663,"domain_scores_codex":[0.9977944,0.0008857285,0.0003993814,0.0002572711,0.0005006522,0.000162571],"domain_scores_gemma":[0.9964304,0.000478391,0.0002438801,0.000324143,0.002478274,0.00004492083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000914612,0.0004421778,0.02360353,0.001128805,0.00002929304,9.433617e-7,0.002848848,0.00006490439,0.000105395,0.8812587,0.01653315,0.07389284],"study_design_scores_gemma":[0.00119338,0.0006413527,0.03854349,0.01012905,0.00001190601,0.00001829168,0.07016174,0.006950934,0.001325095,0.07896782,0.7917433,0.0003136309],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1141662,0.01568607,0.0252388,0.3444976,0.001415166,0.008606695,0.00003889016,0.00005895913,0.4902916],"genre_scores_gemma":[0.9927449,0.00446872,0.001551021,0.0002477037,0.00004662104,0.00008942054,0.00005779004,0.000004044377,0.0007898391],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8785786,"threshold_uncertainty_score":0.5878424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07606996472233579,"score_gpt":0.4982892408399405,"score_spread":0.4222192761176047,"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."}}