{"id":"W4401761896","doi":"10.30574/wjarr.2024.23.2.2481","title":"An investigation of teacher modeling’s effect on pedagogical competence in public secondary school in Kenya","year":2024,"lang":"en","type":"article","venue":"World Journal of Advanced Research and Reviews","topic":"Educational Practices and Challenges","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"International Development Research Centre","keywords":"Simple random sample; Mentorship; Nonprobability sampling; Competence (human resources); Descriptive statistics; Population; Grounded theory; Psychology; Data collection; Mathematics education; Medical education; Pedagogy; Sociology; Qualitative research; Statistics; Mathematics; Medicine; Social psychology; Social science; Demography","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002792014,0.0003145237,0.000455151,0.0005843978,0.002266534,0.001117084,0.0005006813,0.0003529784,0.001859149],"category_scores_gemma":[0.005988306,0.0003135091,0.0004021874,0.0006648644,0.001249613,0.0006394659,0.001342054,0.0007859003,0.0001116456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002597033,"about_ca_system_score_gemma":0.004495014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02798284,"about_ca_topic_score_gemma":0.07955076,"domain_scores_codex":[0.9977041,0.0012807,0.00009620681,0.0001499833,0.0003825692,0.0003863725],"domain_scores_gemma":[0.991438,0.004063,0.002460174,0.0002263216,0.0006628402,0.00114971],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003031618,0.001739356,0.8560051,0.0004105436,0.00008766405,0.0008894709,0.1113106,0.0001476849,0.002049267,0.00051372,0.0005015303,0.02604181],"study_design_scores_gemma":[0.0000167233,0.000866166,0.917636,0.0002142841,0.00006520536,0.0001397563,0.07838924,0.0001807329,0.0006204409,0.00005288418,0.001802252,0.00001630137],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990569,0.00009067923,0.00002268183,0.00008586679,0.000001887299,0.00001583728,0.00001113853,9.555939e-7,0.0007141536],"genre_scores_gemma":[0.99946,0.0001263298,0.0001100226,0.00002144254,0.000001266674,0.00001785415,0.00001007118,6.589911e-7,0.0002521779],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02798284,"threshold_uncertainty_score":0.05563992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.291826209374545,"score_gpt":0.5212944852915105,"score_spread":0.2294682759169655,"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."}}