{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.0061786,0.0004607446,0.0004117682,0.001746582,0.003540858,0.01103767,0.001113652,0.003000636,0.01140439],"category_scores_gemma":[0.01297941,0.0002566213,0.0008388159,0.001402919,0.01355788,0.01368858,0.02258872,0.002658554,0.00110728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004682649,"about_ca_system_score_gemma":0.00732343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00133245,"about_ca_topic_score_gemma":0.000957693,"domain_scores_codex":[0.9906505,0.004596326,0.000282479,0.001007131,0.001903253,0.001560253],"domain_scores_gemma":[0.9913226,0.00348767,0.001198434,0.00183341,0.0009396852,0.00121807],"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":[0.0000146401,0.00004018611,0.001213754,0.0001011719,0.00001453235,0.0001302993,0.001479022,0.00171267,0.0002216286,0.9690652,0.001615134,0.02439173],"study_design_scores_gemma":[0.00001827809,0.00005677289,0.00114369,0.0002516236,0.0000126654,0.0001967996,0.002659161,0.001396366,0.0005772023,0.8724664,0.1212,0.00002098777],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1127231,0.003916932,0.08876344,0.02433442,0.0005140757,0.0002021722,0.0001599779,0.0003174947,0.7690684],"genre_scores_gemma":[0.975336,0.001226983,0.006267381,0.000725721,0.0001582679,0.0001390089,0.00007011306,0.00008058458,0.01599602],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9988863,"threshold_uncertainty_score":0.0381515,"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."}}