{"id":"W2746402451","doi":"10.5539/hes.v7n3p181","title":"Students, Mobile Devices and Classrooms: A comparison of US and Arab Undergraduate Students in a Middle Eastern University","year":2017,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Mobile Learning in Education","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Middle East; Mobile device; Higher education; Globalization; Mathematics education; Significant difference; Medical education; Psychology; Political science; Computer science; Medicine; World Wide Web","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":[0.0002137284,0.0001235288,0.0002538599,0.0001368301,0.0002794252,0.0001962613,0.0006910638,0.00003814217,0.000002830007],"category_scores_gemma":[0.00001942563,0.0001244743,0.00001725439,0.0001205195,0.0001820983,0.0004701953,0.0006391276,0.00009930316,0.000006403662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008619919,"about_ca_system_score_gemma":0.00006722958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003223626,"about_ca_topic_score_gemma":0.0002936139,"domain_scores_codex":[0.9989144,0.000107695,0.0002074568,0.0003468645,0.0002827339,0.0001408903],"domain_scores_gemma":[0.9988875,0.0001040819,0.0003437508,0.0004444421,0.0001677675,0.00005245313],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000005516065,0.0004202208,0.9887314,0.00007596492,0.00005061742,4.925934e-7,0.005533705,0.0000127251,0.000005944482,0.001427042,0.000205955,0.003530397],"study_design_scores_gemma":[0.0003690859,0.00006997361,0.981562,0.0001558406,0.00001984079,9.11979e-7,0.007030406,0.00009958704,0.000009670801,0.0003554873,0.01021543,0.0001118219],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942275,0.003503526,0.000101275,0.0008355445,0.0007842651,0.000239998,6.50482e-7,0.00002213174,0.0002851321],"genre_scores_gemma":[0.9953276,0.0003651452,0.001060038,0.00005233735,0.00003402528,0.00002611655,9.309011e-7,0.000005252533,0.003128581],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01000947,"threshold_uncertainty_score":0.5075914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05564621032521136,"score_gpt":0.3772926229464557,"score_spread":0.3216464126212444,"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."}}