{"id":"W2142226871","doi":"10.21083/ajote.v1i1.1587","title":"Integration and Innovation in Early Childhood Education in Nigeria: Implications for Quality Teacher Production","year":2011,"lang":"en","type":"article","venue":"African Journal of Teacher Education","topic":"African Education and Politics","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Retraining; Early childhood education; Early childhood; Quality (philosophy); Psychology; Sample (material); Descriptive statistics; Focus group; Medical education; Pedagogy; Political science; Developmental psychology; Medicine; Business; Marketing","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":[0.002458594,0.0001159829,0.0001910277,0.0009969971,0.0001452567,0.00005063533,0.0001689122,0.0001142258,0.00003808346],"category_scores_gemma":[0.001922579,0.0001198039,0.00004115461,0.00126758,0.0001353258,0.0007058511,0.00000869727,0.0002651804,0.000001984495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000542728,"about_ca_system_score_gemma":0.003891442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001495941,"about_ca_topic_score_gemma":0.001514477,"domain_scores_codex":[0.9981742,0.0004072933,0.0008453135,0.0001969896,0.0001623235,0.0002139004],"domain_scores_gemma":[0.998168,0.00007169288,0.000761877,0.0001641774,0.0007341335,0.0001001312],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003203877,0.002021946,0.4409448,0.000009666504,0.000008509264,2.313979e-8,0.2743752,6.182076e-7,0.0003761081,0.128755,0.001421635,0.1520546],"study_design_scores_gemma":[0.0001681336,0.00006024068,0.8433807,0.00004624934,0.00001291537,0.000003215622,0.1215822,4.034932e-7,0.00007193952,0.03052047,0.004038871,0.0001146504],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.978494,0.0001562421,0.0004302388,0.007232079,0.000893076,0.0005621067,0.000002015833,0.00001315518,0.01221701],"genre_scores_gemma":[0.9930583,0.00004575196,0.004103643,0.0001656326,0.0007424644,0.0001078362,0.00001427458,0.00001456749,0.001747594],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.402436,"threshold_uncertainty_score":0.6903251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06074518225291855,"score_gpt":0.3862252973605405,"score_spread":0.325480115107622,"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."}}