{"id":"W3003532451","doi":"10.5539/ies.v13n2p21","title":"Are Universities Ready to Recognize Open Online Learning?","year":2020,"lang":"en","type":"article","venue":"International Education Studies","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Social Fund","keywords":"Openness to experience; Set (abstract data type); Process (computing); Higher education; Psychology; Knowledge management; Pedagogy; Computer science; Political science; Social 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":[0.00008867004,0.00008497067,0.000130246,0.00008862012,0.0001219879,0.0001825011,0.0009649888,0.00001777716,0.00002628546],"category_scores_gemma":[0.0008586454,0.00008311582,0.0000274488,0.0002669681,0.00002097848,0.0003518752,0.0006960147,0.0001333108,0.000213498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009591486,"about_ca_system_score_gemma":0.0001688288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004622267,"about_ca_topic_score_gemma":0.00001577217,"domain_scores_codex":[0.9992638,0.00004177314,0.0001447614,0.0002628773,0.0001949561,0.0000917965],"domain_scores_gemma":[0.9984105,0.00008739134,0.0001512897,0.0001090777,0.001156631,0.00008513719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009038316,0.001059847,0.0640747,0.00007666525,0.001112268,0.00003433777,0.04590935,0.008565645,0.0001646812,0.09343036,0.5952178,0.190264],"study_design_scores_gemma":[0.0002194478,0.0001028791,0.01119208,0.00009457199,0.00001365334,0.000004446071,0.0402922,0.006873653,0.00004157,0.001794731,0.9391506,0.0002201423],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.287783,0.0004622141,0.0104568,0.6875114,0.003580904,0.0001919862,0.00003531323,0.0003116335,0.009666731],"genre_scores_gemma":[0.8553848,0.0001765564,0.0640377,0.02662974,0.001029163,0.00001698977,0.00007453678,0.00001599619,0.05263453],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6608817,"threshold_uncertainty_score":0.3389365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1260715611137095,"score_gpt":0.4296836065779425,"score_spread":0.303612045464233,"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."}}