{"id":"W4400285635","doi":"10.5539/jedp.v14n2p21","title":"An Overview of Teachers’ Development and Secondary School Effectiveness in Ekiti State, Nigeria","year":2024,"lang":"en","type":"article","venue":"Journal of Educational and Developmental Psychology","topic":"African Education and Politics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Stratified sampling; Psychology; Simple random sample; Medical education; Sample (material); Descriptive statistics; Population; Survey research; Mathematics education; Environmental health; Statistics; Medicine; Mathematics; Applied psychology","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":[0.000870984,0.0000691126,0.0001486549,0.0001817146,0.0000859541,0.00003367556,0.00008527118,0.00005053697,0.0008355125],"category_scores_gemma":[0.00008409231,0.00006472218,0.00001755489,0.0001554157,0.0001922494,0.0002209254,0.00001119656,0.0001529977,0.0000116261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001303302,"about_ca_system_score_gemma":0.00256553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006547353,"about_ca_topic_score_gemma":0.0002220937,"domain_scores_codex":[0.9991346,0.000175714,0.0003115671,0.0001171735,0.00013236,0.0001286091],"domain_scores_gemma":[0.9993778,0.0002601506,0.0000860275,0.00002968704,0.00007284936,0.0001734808],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006905477,0.0005662987,0.6909519,0.000182794,0.0001085253,0.00000889288,0.2174341,9.73095e-7,0.0007136779,0.0114524,0.006440741,0.07207055],"study_design_scores_gemma":[0.00021569,0.00004387289,0.9172786,0.0001252937,0.00000280172,0.00006450478,0.01198749,2.013732e-7,0.00003930242,0.0119359,0.05822551,0.00008079126],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9865689,0.005318017,0.00001765638,0.00219114,0.0006287781,0.00006995171,0.00000316997,0.000002707927,0.005199668],"genre_scores_gemma":[0.9944883,0.0006828801,0.003829123,0.000470377,0.0001106869,0.000004006157,0.000004493229,0.000005496507,0.0004046147],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2263267,"threshold_uncertainty_score":0.9148276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0577380090832615,"score_gpt":0.4339220405776563,"score_spread":0.3761840314943948,"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."}}