{"id":"W3180690126","doi":"10.1080/02680513.2021.1936476","title":"European Union Digital Education quality standard framework and companion evaluation toolkit","year":2021,"lang":"en","type":"article","venue":"Open Learning The Journal of Open Distance and e-Learning","topic":"Digital literacy in education","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Algonquin College","funders":"","keywords":"European union; Process (computing); Computer science; Quality (philosophy); Quality assurance; Distance education; Engineering management; Process management; Engineering; Mathematics education; Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.009845099,0.0001537231,0.0002797946,0.0000580951,0.0007635736,0.008274597,0.001272108,0.00003779643,0.00003551961],"category_scores_gemma":[0.002779387,0.000123257,0.00003823902,0.0003900738,0.00006594244,0.006317383,0.001152272,0.0008790303,0.000009863971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001168788,"about_ca_system_score_gemma":0.0004641936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002804539,"about_ca_topic_score_gemma":0.000005230761,"domain_scores_codex":[0.9951464,0.003284748,0.0005500183,0.0002886528,0.0005399807,0.0001902339],"domain_scores_gemma":[0.9973028,0.0006376929,0.0008551184,0.0002970937,0.0007850886,0.000122147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001072522,0.0001463923,0.04177531,0.00003359632,0.00004887261,0.000006019151,0.01153401,0.004092035,0.0001145415,0.01848368,0.0006980414,0.9229602],"study_design_scores_gemma":[0.001969378,0.0009491538,0.2869623,0.002569865,0.0001295816,0.0006396989,0.03762054,0.009690166,0.0001742587,0.0274963,0.6308925,0.0009062172],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6898323,0.001904451,0.2298072,0.006208007,0.0008319586,0.000557059,0.000003074017,0.00003400905,0.07082185],"genre_scores_gemma":[0.9891376,0.0002141886,0.008134966,0.0001476721,0.0001215143,0.000003613748,0.00002343459,0.00001712022,0.002199851],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9220541,"threshold_uncertainty_score":0.9927549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03239709503765121,"score_gpt":0.3618376061598234,"score_spread":0.3294405111221722,"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."}}