{"id":"W4415307058","doi":"10.5539/hes.v15n4p354","title":"Structural Model of Administrators&amp;#39; ICT Competency","year":2025,"lang":"","type":"article","venue":"Higher Education Studies","topic":"Educational Innovations and Challenges","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Structural equation modeling; Information and Communications Technology; Sample (material); Christian ministry; Variance (accounting); Work (physics); Professional development; Service (business); Empirical research","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002432994,0.0003715261,0.0005296695,0.0004595676,0.0004916769,0.0001205544,0.0007818379,0.0001266172,0.0001566734],"category_scores_gemma":[0.00001950416,0.0003595319,0.000139678,0.001582175,0.0004242811,0.0004389943,0.00033137,0.0002347865,0.00003106128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001966079,"about_ca_system_score_gemma":0.004003922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002635286,"about_ca_topic_score_gemma":0.00002020719,"domain_scores_codex":[0.9974926,0.00009430775,0.001005309,0.0006540568,0.000415056,0.0003387164],"domain_scores_gemma":[0.9951227,0.0002339366,0.0004802861,0.0009158289,0.003167665,0.00007955322],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000006837537,0.0004478157,0.001404226,0.0003639078,0.0003284125,6.899347e-8,0.001981899,0.0002090188,0.0002003157,0.9703901,0.02225283,0.002414526],"study_design_scores_gemma":[0.001256222,0.00032861,0.3571406,0.002207268,0.000630199,0.000008992133,0.04202147,0.006912597,0.001538452,0.4990005,0.086831,0.002124091],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8327818,0.0679805,0.00297447,0.06263186,0.01740951,0.0003857601,0.00004621872,0.00008570428,0.01570421],"genre_scores_gemma":[0.9425597,0.001364165,0.01951929,0.001081554,0.0003145286,0.0001118777,0.00001759917,0.0000124916,0.03501885],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4713896,"threshold_uncertainty_score":0.9998857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1607161503355598,"score_gpt":0.416274450934514,"score_spread":0.2555583005989542,"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."}}