{"id":"W6939166468","doi":"10.60692/t56gd-1fp19","title":"Elements of Open Education: An Invitation to Future Research","year":2020,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Roads University; Athabasca University","funders":"","keywords":"Open education; Accreditation; Context (archaeology); Distance education; Open university; Open learning","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009479105,0.0000835643,0.000128655,0.0002608852,0.0001917569,0.001150724,0.001288724,0.00004448786,0.00003362142],"category_scores_gemma":[0.0000474646,0.00007728364,0.00001994445,0.001038961,0.000009008102,0.004623795,0.000382118,0.0001193327,0.001094765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000762815,"about_ca_system_score_gemma":0.0003580395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001769947,"about_ca_topic_score_gemma":2.791154e-7,"domain_scores_codex":[0.9984933,0.000225641,0.0004831998,0.0001783319,0.0004491369,0.0001703584],"domain_scores_gemma":[0.9985151,0.000006170736,0.0002022769,0.0003696379,0.000674671,0.0002321111],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003810554,0.00001344546,0.02504932,0.0002792326,0.00001495639,2.59705e-7,0.8712597,0.0002369309,0.0000175178,0.0811393,0.006922385,0.01502882],"study_design_scores_gemma":[0.0006501323,0.0003894136,0.0563957,0.000147649,0.000004911221,0.000006999763,0.8754039,0.008723755,0.0006500209,0.00001772126,0.0573262,0.0002835833],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6090644,0.000005962597,0.1890645,0.02273612,0.002981748,0.00385869,0.0000263628,0.0004543178,0.1718079],"genre_scores_gemma":[0.9834155,7.020984e-8,0.01459357,0.001599369,0.000170022,0.00009556411,0.00001946729,0.000004505008,0.0001018798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3743511,"threshold_uncertainty_score":0.9998862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1268474474978594,"score_gpt":0.3546001250493837,"score_spread":0.2277526775515243,"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."}}