{"id":"W4390545277","doi":"10.51357/jei.v4i2.267","title":"Digital Learning Playground","year":2024,"lang":"en","type":"article","venue":"Journal of Educational Informatics","topic":"Technology-Enhanced Education Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ontario Institute of Technology","funders":"","keywords":"Computer science; Human–computer interaction","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":[],"consensus_categories":[],"category_scores_codex":[0.0004686742,0.00005967577,0.0001024972,0.0002625474,0.0002722472,0.000350497,0.0001858027,0.00005669516,0.0002960811],"category_scores_gemma":[0.001363977,0.00005221414,0.00006815625,0.0003795772,0.0001732545,0.001454567,0.00002177836,0.0003165403,0.0002260152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003146621,"about_ca_system_score_gemma":0.001540416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005576784,"about_ca_topic_score_gemma":0.000005435299,"domain_scores_codex":[0.9989916,0.00001473286,0.0004661228,0.00003034381,0.0003558541,0.0001413238],"domain_scores_gemma":[0.9986817,0.0006331257,0.0002348716,0.00004771226,0.0003322743,0.00007037756],"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":[0.000008604613,0.000109908,0.008074586,0.00009828848,0.0002285707,0.000001712146,0.1929302,0.0003702266,0.00001590972,0.4135818,0.2956996,0.0888806],"study_design_scores_gemma":[0.00004207035,0.00003318123,0.001717037,0.00008081726,0.00001383397,0.0000336896,0.06041255,0.00004662901,0.00001049376,0.01209918,0.9254376,0.0000729022],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5414044,0.003329297,0.002692805,0.04191583,0.007199489,0.0001549698,0.000007581144,0.0002225481,0.4030731],"genre_scores_gemma":[0.9696736,0.0002956028,0.00273419,0.0001159892,0.0009714576,0.000003316296,0.000003217325,0.000006175052,0.02619639],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.629738,"threshold_uncertainty_score":0.3379851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02208090893678893,"score_gpt":0.370167277024663,"score_spread":0.348086368087874,"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."}}