{"id":"W4411154205","doi":"10.5539/jel.v14n5p324","title":"Needs Assessment of Participatory School Management for Educational Quality Development of Small Primary Schools Under the Office of Basic Education Commission in the Northeastern Region","year":2025,"lang":"en","type":"article","venue":"Journal of Education and Learning","topic":"School Leadership and Teacher Performance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Commission; Pedagogy; Quality (philosophy); Primary education; Mathematics education; Psychology; Sociology; Political science; Medical education","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":[0.003953762,0.00005829776,0.0001372746,0.0002167819,0.0002288883,0.00002527421,0.00020298,0.00003830316,0.00001475705],"category_scores_gemma":[0.0002452066,0.00004026524,0.00004641693,0.0003369419,0.00007265413,0.0001369778,0.00001513743,0.0002864028,2.138792e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001524054,"about_ca_system_score_gemma":0.003708274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000127028,"about_ca_topic_score_gemma":0.00010107,"domain_scores_codex":[0.9983999,0.0006136113,0.0005600171,0.000064628,0.0002704568,0.00009140822],"domain_scores_gemma":[0.9984695,0.0003992458,0.0006693146,0.00009769729,0.0003223183,0.00004191335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009638371,0.001116357,0.8326198,0.0004635375,0.00006935288,2.094568e-8,0.05619793,0.0003479795,0.0001556314,0.02612062,0.0007781322,0.08203429],"study_design_scores_gemma":[0.0001862272,0.00002420461,0.7639578,0.0003556498,0.0000237452,4.478105e-7,0.2271968,0.00001710442,0.00002017467,0.0003631265,0.007822011,0.0000327095],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9830597,0.0004755355,0.001864597,0.008706225,0.0003609946,0.0002623622,1.309836e-7,0.000001407097,0.005269043],"genre_scores_gemma":[0.9952789,0.00007027339,0.003070306,0.0002788988,0.000113652,0.00002742675,0.000002841751,0.000002809787,0.001154919],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1709989,"threshold_uncertainty_score":0.657832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1237932626890122,"score_gpt":0.4203065500798654,"score_spread":0.2965132873908533,"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."}}