{"id":"W4360776629","doi":"10.5267/j.ijdns.2023.3.019","title":"Understanding the role of digital information in enhancing education in UAE: An investigation of the factors that drive continuous adoption","year":2023,"lang":"en","type":"article","venue":"International Journal of Data and Network Science","topic":"Organizational and Employee Performance","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"TUTOR; Preparedness; Knowledge management; Excellence; Information quality; Quality (philosophy); Information technology; Higher education; Psychology; Information flow; Information system; Computer science; Medical education; Mathematics education; Engineering; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008716312,0.00004403539,0.00006805189,0.0002251439,0.00006649423,0.0001529416,0.001298802,0.00001644929,6.54353e-7],"category_scores_gemma":[0.0001052926,0.0000276744,0.00001084216,0.0009559813,0.000150279,0.006764483,0.000326242,0.00008315818,3.673276e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006813713,"about_ca_system_score_gemma":0.0004103343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002760587,"about_ca_topic_score_gemma":0.00004636223,"domain_scores_codex":[0.9989876,0.00002548751,0.0003158478,0.00008107924,0.0005051523,0.00008486729],"domain_scores_gemma":[0.9991512,0.00009407317,0.0003768661,0.0001523972,0.0002000532,0.00002538425],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000006671813,0.00001348142,0.9766312,0.000003398168,0.000003633531,1.646951e-7,0.003437905,0.004373873,0.0008259041,0.006097438,0.00003170923,0.008574599],"study_design_scores_gemma":[0.0001371362,0.0000333083,0.8957465,0.0001766604,0.000002191364,0.00001330234,0.003183172,0.08065539,0.002370071,0.01758676,0.00004565684,0.00004983308],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9845092,0.00002651342,0.01454033,0.0003894439,0.0004344789,0.00005135073,0.000007329771,0.000003371904,0.00003797993],"genre_scores_gemma":[0.9994249,0.00005485304,0.0004308934,0.00003275175,0.0000390205,3.153553e-7,0.00001396902,0.000001225936,0.000002027888],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0808847,"threshold_uncertainty_score":0.4904087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04162076376644802,"score_gpt":0.2713461789514209,"score_spread":0.2297254151849729,"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."}}