{"id":"W3039832877","doi":"10.5430/wje.v10n3p188","title":"Teacher Competency on Learner Promotion in Embu County Integrated Public Primary Schools, Kenya","year":2020,"lang":"en","type":"article","venue":"World Journal of Education","topic":"School Choice and Performance","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"UNICEF; World Bank Group","keywords":"Head teachers; Promotion (chess); Curriculum; Stratified sampling; Competence (human resources); Medical education; Psychology; Mathematics education; Population; Government (linguistics); Primary education; Pedagogy; Medicine; Political science; Environmental health","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":[0.0009125697,0.00008241057,0.0001502585,0.0002591671,0.0001429597,0.0001270412,0.0002336168,0.0000520681,0.0005332771],"category_scores_gemma":[0.000582654,0.00007071873,0.00005086532,0.0009485418,0.00003768889,0.0008453641,0.000008758107,0.0006686898,0.00007128525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000405572,"about_ca_system_score_gemma":0.002231904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002357232,"about_ca_topic_score_gemma":0.001332306,"domain_scores_codex":[0.998714,0.0002482491,0.0003431056,0.0001121123,0.0004072198,0.0001753348],"domain_scores_gemma":[0.9991058,0.00004316293,0.0002924987,0.00007405246,0.000304685,0.0001798079],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001637249,0.001212123,0.7311051,0.00004394258,0.00002724232,0.000003788082,0.01199087,0.00006401345,0.0005884836,0.006025014,0.1565329,0.09224277],"study_design_scores_gemma":[0.0005466198,0.0002391494,0.4190785,0.0002966809,0.00001731528,0.000003577007,0.008674665,0.00007260509,0.0000534396,0.0009716132,0.5698465,0.0001992869],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8669251,0.0003283892,0.00002272464,0.09287597,0.0009801395,0.0001575809,9.681021e-7,0.00001829449,0.03869082],"genre_scores_gemma":[0.9936613,0.0001526282,0.0002701298,0.001985629,0.001803828,0.000004772512,0.000009880584,0.000008123412,0.002103731],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4133136,"threshold_uncertainty_score":0.583901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04594974244146363,"score_gpt":0.3218590018176491,"score_spread":0.2759092593761855,"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."}}