{"id":"W4414617896","doi":"10.5539/jel.v15n1p279","title":"Results of the Study on Digital Citizenship of Undergraduate Students at Suan Dusit University, Thailand","year":2025,"lang":"en","type":"article","venue":"Journal of Education and Learning","topic":"Literacy, Media, and Education","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Suan Dusit University","keywords":"Citizenship; Citizenship education; Sample (material); Statistical analysis; Higher education; Liberal arts education","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":[0.000973172,0.0001508111,0.0002063334,0.000735248,0.001444934,0.001749431,0.0001765284,0.0002507805,0.003096544],"category_scores_gemma":[0.003623894,0.0001449457,0.0002244497,0.0009455704,0.0005163272,0.0006549909,0.001084368,0.0006301122,0.0004347565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006219243,"about_ca_system_score_gemma":0.00186069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004325413,"about_ca_topic_score_gemma":0.008982605,"domain_scores_codex":[0.9992255,0.0001932209,0.00008423248,0.00006193169,0.0002090079,0.0002261264],"domain_scores_gemma":[0.9960836,0.0006641262,0.0004928199,0.0001279275,0.0008425299,0.001789051],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001027818,0.0006497177,0.8281816,0.0001670725,0.00001460751,0.0008230961,0.1322699,0.0000463801,0.001498816,0.0003585142,0.001475133,0.03441234],"study_design_scores_gemma":[0.000004632998,0.0004057848,0.7616457,0.00007304995,0.00001169399,0.0003775357,0.229407,0.00006550004,0.0007206011,0.00007113699,0.007201014,0.00001625403],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978964,0.00004611065,0.00002201191,0.0000955166,0.000005617003,0.00001082958,0.0000514901,0.000001614953,0.001870381],"genre_scores_gemma":[0.9973168,0.000156108,0.00005591644,0.00006745067,0.000006639238,0.00002018981,0.00008342433,0.00000152035,0.002291926],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004325413,"threshold_uncertainty_score":0.01035899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02320059553941184,"score_gpt":0.2777958346849635,"score_spread":0.2545952391455517,"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."}}