{"id":"W4407639168","doi":"10.1109/acit62805.2024.10876966","title":"Exploring Digital Twins in Higher Education: Redefining Educational Technology in Jordanian Universities","year":2024,"lang":"en","type":"article","venue":"","topic":"Technology-Enhanced Education Studies","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Education and Child Care","funders":"","keywords":"Computer science; Higher education; Computer aided instruction; Mathematics education; Multimedia; Political science; Psychology","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":[0.0001514198,0.00009314842,0.0001156225,0.00117476,0.0001721428,0.0001123894,0.0002230884,0.000108547,0.0006321986],"category_scores_gemma":[0.00008780698,0.0001047755,0.00002406852,0.00218196,0.0003332335,0.0009511295,0.00007542537,0.0002585569,0.0001595132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001145264,"about_ca_system_score_gemma":0.001952809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000837473,"about_ca_topic_score_gemma":0.001475468,"domain_scores_codex":[0.9990926,0.00002099585,0.0001826061,0.0002781996,0.0001443841,0.0002812092],"domain_scores_gemma":[0.9995971,0.0001641144,0.00002475864,0.0001275093,0.00005294209,0.00003355123],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000001183529,0.00004927714,0.01399428,0.000007849072,0.000006778982,0.000002064202,0.0155507,0.000002798588,0.00001697719,0.955537,0.002102026,0.01272909],"study_design_scores_gemma":[0.0000847436,0.00001453163,0.05529919,0.0001943273,0.000003935665,0.000002297821,0.4334289,0.000002114358,0.00005623445,0.1114003,0.3992818,0.0002316478],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5926555,0.0009881051,0.000005025524,0.1138097,0.00183042,0.0001040892,0.000001935392,0.0006542553,0.2899509],"genre_scores_gemma":[0.9261768,0.000155003,0.0004685945,0.00007584272,0.0001963851,0.0001137852,0.000003348159,0.000008924919,0.07280131],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8441367,"threshold_uncertainty_score":0.6922131,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1102972472707206,"score_gpt":0.3442169310231509,"score_spread":0.2339196837524303,"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."}}