{"id":"W4409693026","doi":"10.5539/hes.v15n2p340","title":"Development of a Training Curriculum on Social Engineer Competency Based on the 5C Model to Enhance Problem-Solving and Adaptability Skills for Students at Surat Thani Rajabhat University and Residents of Khun Thale Subdistrict, Mueang Surat Thani, Thailand","year":2025,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Adaptability; Curriculum; Mathematics education; Psychology; Training (meteorology); Medical education; Knowledge management; Pedagogy; Computer science; Management; Geography","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":[0.001609311,0.00035261,0.0002014603,0.0006531286,0.0007231854,0.000758219,0.001128805,0.0004406121,0.003636602],"category_scores_gemma":[0.002211464,0.0001474431,0.0002899756,0.0004172207,0.0003467847,0.0005384815,0.001800628,0.000619404,0.0004558559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001689182,"about_ca_system_score_gemma":0.01138392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005956628,"about_ca_topic_score_gemma":0.01915632,"domain_scores_codex":[0.9992586,0.0002340496,0.00003349235,0.00007134394,0.0002611124,0.0001414844],"domain_scores_gemma":[0.9984984,0.000257047,0.0001802476,0.00006295216,0.0003254794,0.0006759152],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002374045,0.02534054,0.05482836,0.001529552,0.00003109084,0.0005250514,0.01690759,0.006034392,0.01854012,0.005344283,0.01530532,0.8553762],"study_design_scores_gemma":[0.0009295525,0.01760696,0.6631614,0.003165744,0.0001762969,0.001125419,0.04341284,0.03031513,0.02515868,0.00770337,0.2070083,0.0002363038],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9543576,0.0002365917,0.01131025,0.001826284,0.0001336911,0.002959119,0.0001263941,0.0001857469,0.02886429],"genre_scores_gemma":[0.8950018,0.0007659053,0.08606053,0.0005946832,0.00004585179,0.003300685,0.0003801177,0.00001973177,0.01383062],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005956628,"threshold_uncertainty_score":0.01225591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05998958933155898,"score_gpt":0.402291801047068,"score_spread":0.342302211715509,"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."}}