{"id":"W4296141735","doi":"10.46827/ejes.v9i8.4446","title":"REFOCUSING TEACHER EDUCATION IN NIGERIA FOR GLOBAL BEST PRACTICES: ISSUES, CHALLENGES &amp; WAY FORWARD","year":2022,"lang":"en","type":"article","venue":"European Journal of Education Studies","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Government (linguistics); Neglect; Best practice; Teacher education; Economic growth; Political science; Sociology; Pedagogy; Medicine; Economics; Law; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004860639,0.0001033836,0.0001962258,0.0001362113,0.0007289991,0.00007917781,0.000280891,0.00001529677,0.0001326249],"category_scores_gemma":[0.003537622,0.00009992206,0.00006880536,0.0002777161,0.00009982089,0.0002844145,0.00006747258,0.0002057775,0.00002111208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008778463,"about_ca_system_score_gemma":0.00224235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000586278,"about_ca_topic_score_gemma":0.0003955865,"domain_scores_codex":[0.9974143,0.001268544,0.0005148626,0.0001710461,0.0004247716,0.0002064621],"domain_scores_gemma":[0.9980252,0.000198902,0.0007016762,0.0001183672,0.0008532108,0.0001026325],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009222935,0.003140772,0.006948696,0.0001043476,0.0001378297,0.000002752859,0.3345848,0.00001468366,0.00002231076,0.04672021,0.1157593,0.4924721],"study_design_scores_gemma":[0.0001158026,0.0000564831,0.003062594,0.00007668765,0.00001764096,0.000007394367,0.3216805,6.695245e-8,0.000001290493,0.00571647,0.669184,0.00008100896],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4061634,0.1076404,0.0003105815,0.2492359,0.02075959,0.000805414,0.000005621118,0.00005041299,0.2150287],"genre_scores_gemma":[0.9131643,0.01279429,0.02891075,0.00234447,0.003627344,0.00009491771,0.0000110193,0.00003868165,0.03901421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5534247,"threshold_uncertainty_score":0.5606946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.192319252195154,"score_gpt":0.4700508454777151,"score_spread":0.277731593282561,"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."}}