{"id":"W4387393512","doi":"10.5430/ijhe.v12n6p11","title":"Development of Administrative Model for High-Performance Organization of Primary Educational Service Area Office Chankrit Namchaidee, Chaiyuth Sirisuthi &amp; Pha Agsonsua1","year":2023,"lang":"en","type":"article","venue":"International Journal of Higher Education","topic":"Organizational Leadership and Management Strategies","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Office of the Higher Education Commission; Chulalongkorn University","keywords":"Stakeholder; Service (business); Business; Process management; Knowledge management; Organizational structure; Productivity; Resource (disambiguation); Work (physics); Operations management; Engineering management; Computer science; Marketing; Public relations; Management; Engineering; Political 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":[0.0003445349,0.0001723124,0.0002371743,0.0007257926,0.00009768843,0.00008512948,0.0004765456,0.00006935059,0.0002641125],"category_scores_gemma":[0.0001247777,0.0001721682,0.00005027672,0.000926856,0.0000392967,0.001312677,0.00008083311,0.0000907105,0.00004685345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000137559,"about_ca_system_score_gemma":0.0009678007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001843211,"about_ca_topic_score_gemma":0.00001730653,"domain_scores_codex":[0.9981889,0.000009033371,0.0007996761,0.0001788414,0.0006741461,0.0001494168],"domain_scores_gemma":[0.9943993,0.00009096882,0.001314963,0.0001146113,0.004059764,0.00002035686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.001504876,0.006096071,0.06739343,0.005870147,0.002436819,0.000002825513,0.01317981,0.05059571,0.05042855,0.6889214,0.09880485,0.0147655],"study_design_scores_gemma":[0.004222044,0.0001030613,0.8937528,0.001712798,0.0005555213,0.00001936519,0.005018526,0.008553465,0.01249718,0.02195157,0.05032752,0.001286143],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9783807,0.00005696431,0.006269693,0.01064192,0.002548921,0.0003325288,0.00002514053,0.00003987877,0.001704288],"genre_scores_gemma":[0.9878135,0.00002330861,0.005914972,0.0009486823,0.001188321,0.0000204399,0.00108629,0.00003392662,0.002970531],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8263594,"threshold_uncertainty_score":0.7020817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06964508683578718,"score_gpt":0.3071790989269423,"score_spread":0.2375340120911552,"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."}}