{"id":"W4414397914","doi":"10.5539/hes.v15n4p235","title":"Development of an Information System for Personnel Management in Schools under the Surat Thani Primary Educational Service Area Office","year":2025,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Education and Military Integration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Usability; Scope (computer science); Service (business); Information system; Data collection; Management system; Management information systems; Test (biology); Phase (matter)","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":[0.0006855803,0.00009857107,0.0001286093,0.0002036099,0.000567706,0.00004863939,0.000192118,0.00004396854,0.00003145787],"category_scores_gemma":[0.0000265171,0.00007898395,0.00002840382,0.0005988368,0.00005172237,0.0005384866,0.00002479685,0.00006072579,0.00001731552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007751696,"about_ca_system_score_gemma":0.001537297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005907466,"about_ca_topic_score_gemma":0.002765637,"domain_scores_codex":[0.9989952,0.00010768,0.0003895577,0.000139736,0.0002295911,0.0001381854],"domain_scores_gemma":[0.9986006,0.0001660356,0.00014398,0.000160765,0.0008978393,0.00003077917],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006454139,0.0004057081,0.001613197,0.000771882,0.0001940107,1.314423e-8,0.1959447,0.00007272793,0.00003870341,0.7797382,0.01568355,0.005472734],"study_design_scores_gemma":[0.0001784664,0.000004724682,0.1158278,0.0001571689,0.00002708698,8.932672e-8,0.8044876,0.000005770143,0.00003781998,0.0005462738,0.07864904,0.00007815014],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9370303,0.0009006819,0.0003317655,0.02611182,0.003745902,0.001315787,0.000007735036,0.00004400223,0.03051201],"genre_scores_gemma":[0.9833493,0.0000618038,0.005810402,0.002253885,0.0001264323,0.00113915,0.0001414479,0.000004540937,0.007113027],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.779192,"threshold_uncertainty_score":0.4366393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05875934160145304,"score_gpt":0.3684307916428671,"score_spread":0.3096714500414141,"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."}}