{"id":"W4395456780","doi":"10.23977/aetp.2024.080313","title":"The Challenges and Recommendations of Education Digital Transformation","year":2024,"lang":"en","type":"article","venue":"Advances in Educational Technology and Psychology","topic":"Education and Learning Interventions","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transformation (genetics); Digital transformation; Computer science; World Wide Web; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02284688,0.001050654,0.001047455,0.002835827,0.005572549,0.01905925,0.004180302,0.01852353,0.01693961],"category_scores_gemma":[0.0392326,0.000371641,0.001233645,0.002337628,0.01312905,0.02271788,0.01143481,0.01702392,0.004438868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006944936,"about_ca_system_score_gemma":0.05065082,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007471916,"about_ca_topic_score_gemma":0.01267153,"domain_scores_codex":[0.976544,0.01264074,0.001408547,0.001994459,0.004814611,0.002597607],"domain_scores_gemma":[0.9524364,0.02275113,0.002182636,0.002258853,0.01027889,0.01009201],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001020862,0.0004292859,0.003062573,0.002318029,0.00004773262,0.000693921,0.005839404,0.001639905,0.0004760608,0.5194469,0.2453106,0.2206335],"study_design_scores_gemma":[0.00004084403,0.0001179777,0.001596537,0.004734626,0.00004117855,0.0003906739,0.04876601,0.001733275,0.0005380333,0.2869903,0.6549349,0.0001155617],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.001399908,0.01324175,0.004169776,0.9604586,0.003211863,0.00007608829,0.00008193532,0.0001092808,0.01725081],"genre_scores_gemma":[0.3354052,0.1404659,0.1048941,0.3417615,0.01013393,0.001546047,0.0006881871,0.0002725564,0.06483255],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.02284688,"threshold_uncertainty_score":0.1208273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02143081422379542,"score_gpt":0.3884244828198121,"score_spread":0.3669936685960167,"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."}}