{"id":"W4413388529","doi":"10.18260/1-2--56607","title":"From Education 4.0 (E.D. 4.0) to Education 5.0 (E.D. 5.0): Bibliometric insights to reach the Society 5.0 global vision.","year":2025,"lang":"en","type":"article","venue":"","topic":"E-Learning and Knowledge Management","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Knowledge management","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":["bibliometrics","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003852952,0.0001763647,0.0001441017,0.003448073,0.000326495,0.0007197741,0.001574971,0.00006751705,0.00002797513],"category_scores_gemma":[0.0001803898,0.000125644,0.000129005,0.06019465,0.00002689349,0.0003160667,0.000951136,0.000128368,0.0008508133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003104246,"about_ca_system_score_gemma":0.0005966115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001819421,"about_ca_topic_score_gemma":0.0001636426,"domain_scores_codex":[0.9983143,0.0001150163,0.0002733359,0.000652434,0.0003823246,0.0002625926],"domain_scores_gemma":[0.998198,0.0001439616,0.00005770826,0.001090889,0.0003372272,0.0001721764],"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":[0.000001827356,0.0001860198,0.0002976237,0.000005934136,0.00002073646,4.894846e-8,0.0007630988,0.00003710361,0.00002990156,0.08602148,0.4699232,0.4427131],"study_design_scores_gemma":[0.0001393274,0.00009482128,0.07883296,0.0001060385,0.00002753095,6.346227e-7,0.001531392,0.003368394,0.0002154104,0.0192227,0.8961921,0.0002687359],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03593865,0.001423049,0.6048099,0.04348226,0.004546312,0.0007986582,0.000001671383,0.0004000916,0.3085994],"genre_scores_gemma":[0.8266621,0.00005295778,0.1078715,0.02285203,0.0004909026,0.0002261499,0.00001614483,0.0000114991,0.04181674],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7907234,"threshold_uncertainty_score":0.9999272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008746862250663942,"score_gpt":0.3152991043158323,"score_spread":0.3065522420651683,"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."}}