{"id":"W2993229422","doi":"10.5539/hes.v10n1p48","title":"Using Smartphones in Learning Arabic by AOU Students","year":2019,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Mobile Learning in Education","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Arabic; Mathematics education; Multimedia; Mobile device; Psychology; Medical education; Computer science; World Wide Web; Medicine; Linguistics","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":[0.0003281676,0.0001504586,0.0002061204,0.0001917061,0.0001181213,0.0001281402,0.0004797429,0.0000475886,0.0000753085],"category_scores_gemma":[0.00003144687,0.0001487997,0.00003093053,0.0005955113,0.00003288424,0.0004694287,0.0002009491,0.0002046695,0.0003660782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002626552,"about_ca_system_score_gemma":0.0001371502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000071473,"about_ca_topic_score_gemma":0.000003025761,"domain_scores_codex":[0.9985508,0.000170883,0.0002658354,0.0004314907,0.0003363336,0.0002446126],"domain_scores_gemma":[0.9990967,0.0001417111,0.0001637211,0.0003605245,0.0001947527,0.00004258285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000002389165,0.0003279182,0.98218,0.00004583652,0.00003522615,2.966785e-7,0.004168925,0.0009496231,0.001234324,0.002365676,0.006511702,0.002178071],"study_design_scores_gemma":[0.0005082564,0.00008395707,0.8408538,0.0002310778,0.00001511566,0.000005299978,0.005381986,0.000701266,0.0004357031,0.001149406,0.1501334,0.0005008266],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883641,0.003241959,0.0004583425,0.0009298225,0.005538674,0.0002236518,1.438925e-7,0.00009904635,0.001144249],"genre_scores_gemma":[0.9730885,0.00009462401,0.004076813,0.000300787,0.0001321795,0.0000861574,0.000003717788,0.00001429782,0.02220291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1436217,"threshold_uncertainty_score":0.6067876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0437199926214973,"score_gpt":0.3809353023468803,"score_spread":0.3372153097253831,"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."}}