{"id":"W2098440286","doi":"10.5539/jel.v2n2p155","title":"Primary Education as a Foundation for Qualitative Higher Education in Nigeria","year":2013,"lang":"en","type":"article","venue":"Journal of Education and Learning","topic":"African Education and Politics","field":"Social Sciences","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Premise; Primary education; Quality (philosophy); Higher education; Foundation (evidence); Universal Primary Education; Medical education; Sociology; Pedagogy; Mathematics education; Political science; Psychology; Medicine","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":[0.001120151,0.00007866323,0.0001372264,0.0003107293,0.0002942574,0.0001598359,0.00008864217,0.0000728465,0.0009064183],"category_scores_gemma":[0.00100594,0.00007955116,0.00004378458,0.0002353247,0.00008275225,0.0006804616,0.000005890997,0.0002237531,0.00003945607],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003754323,"about_ca_system_score_gemma":0.008690038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001154251,"about_ca_topic_score_gemma":0.00006713394,"domain_scores_codex":[0.9986607,0.0005354863,0.0003784566,0.0001041302,0.000164878,0.0001563597],"domain_scores_gemma":[0.9980443,0.0004090636,0.0004909583,0.00005539681,0.0008317326,0.0001686014],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002632355,0.001052084,0.01505684,0.00006918264,0.00001768736,2.360387e-8,0.4125988,0.000007704115,0.0002483615,0.1688926,0.03419276,0.3678377],"study_design_scores_gemma":[0.0001488068,0.00007436107,0.04946195,0.00007904648,0.00001064044,0.0000032068,0.3874168,0.000002460009,0.00000477397,0.022836,0.5398653,0.00009667564],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9098356,0.0006308089,0.0001271012,0.01782714,0.003101953,0.0004071944,2.402673e-7,0.0000105982,0.0680593],"genre_scores_gemma":[0.9190931,0.0001156757,0.00371746,0.002343181,0.001345292,0.00007060426,0.00001845435,0.00001101922,0.07328523],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5056726,"threshold_uncertainty_score":0.9969298,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03392706436561384,"score_gpt":0.439780710224464,"score_spread":0.4058536458588502,"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."}}