{"id":"W2770574439","doi":"10.5539/ies.v10n12p38","title":"Measuring Digital Competence and ICT Literacy: An Exploratory Study of In-Service English Language Teachers in the Context of Saudi Arabia","year":2017,"lang":"en","type":"article","venue":"International Education Studies","topic":"Digital literacy in education","field":"Computer Science","cited_by":72,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Competence (human resources); Information and Communications Technology; Psychology; Foreign language; Literacy; Pedagogy; Exploratory research; Mathematics education; Medical education; Computer science; Sociology; Medicine; Social 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":[0.0004549807,0.0001014626,0.000169753,0.0001919455,0.00006486507,0.0003840954,0.001081254,0.00001620697,7.908836e-7],"category_scores_gemma":[0.00113851,0.00008496932,0.00001784277,0.0001460712,0.00008368715,0.003497198,0.0002302178,0.0000942004,0.000001275812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006797603,"about_ca_system_score_gemma":0.0001013767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002576374,"about_ca_topic_score_gemma":0.000761426,"domain_scores_codex":[0.9988813,0.00007796738,0.0003742635,0.0002421147,0.0003345913,0.00008978848],"domain_scores_gemma":[0.997816,0.0002411059,0.000338852,0.0005032527,0.001077942,0.000022904],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.000007748076,0.001096427,0.2959262,0.00002001648,0.00003025693,0.000001090023,0.6546772,0.000008623118,0.000044858,0.001828996,0.00003209968,0.04632649],"study_design_scores_gemma":[0.0003859508,0.00007965169,0.6071635,0.0001853862,0.000004119613,0.000002547673,0.3904823,0.0001623273,0.0001071296,0.0009015179,0.0004218025,0.0001036956],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962946,0.0004171341,0.00002728453,0.0006434081,0.001125431,0.0001979548,0.000006418936,0.00001098535,0.001276775],"genre_scores_gemma":[0.9993013,0.0000166269,0.0003481421,0.0001480975,0.00007063761,0.00006939642,0.000005502819,0.000004424478,0.00003584089],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3112373,"threshold_uncertainty_score":0.3703841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0632271997065008,"score_gpt":0.3570435704675602,"score_spread":0.2938163707610594,"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."}}