{"id":"W4375853740","doi":"10.51357/jei.v4i1.213","title":"Innovative Digital Tools for Online Learning","year":2023,"lang":"en","type":"article","venue":"Journal of Educational Informatics","topic":"Technology-Enhanced Education Studies","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Curriculum; Online learning; Computer science; Coronavirus disease 2019 (COVID-19); Virtual learning environment; Learning environment; Scratch; Mathematics education; Multimedia; Knowledge management; Psychology; Pedagogy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001505525,0.0005722048,0.0002672623,0.002419014,0.0009808227,0.007394868,0.001628846,0.001422161,0.03932315],"category_scores_gemma":[0.006168141,0.0002483331,0.0005439812,0.00200419,0.001440705,0.01131616,0.007647408,0.001612995,0.01063147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005880164,"about_ca_system_score_gemma":0.0008300293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001909855,"about_ca_topic_score_gemma":0.0003995609,"domain_scores_codex":[0.9983424,0.0005023971,0.0001122936,0.0001500308,0.0007211044,0.0001716755],"domain_scores_gemma":[0.9967723,0.001600349,0.0001869657,0.0007624772,0.0002482105,0.0004297062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00006234855,0.0001988615,0.0008532565,0.001094032,0.00001880473,0.0003927572,0.002210267,0.0003891379,0.004279491,0.1539656,0.04744623,0.7890893],"study_design_scores_gemma":[0.00002537606,0.0001104342,0.00116927,0.0007972485,0.00001471637,0.0009935723,0.0009578448,0.001228044,0.001929292,0.08391472,0.9088161,0.00004336171],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04436367,0.02491241,0.3079661,0.01135864,0.003612111,0.0009527663,0.001526048,0.011643,0.5936652],"genre_scores_gemma":[0.34357,0.02985115,0.3761616,0.005248353,0.003018387,0.001609055,0.002900616,0.001734706,0.2359061],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03932315,"threshold_uncertainty_score":0.1315491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07850419915519953,"score_gpt":0.4249344516382255,"score_spread":0.3464302524830259,"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."}}