{"id":"W7105807477","doi":"10.60787/eaued-jms.vol2no2.54","title":"Inclusive Education for A Sustainable Future and Employability of Middle Level Manpower Graduates in Nigeria","year":2025,"lang":"en","type":"article","venue":"Afrischolar Discovery","topic":"African Education and Politics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Education and Early Childhood Development","funders":"","keywords":"Employability; Cronbach's alpha; Government (linguistics); Descriptive statistics; Simple correlation; Sustainable development; Higher education","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006737615,0.00008037507,0.0001475488,0.0001414356,0.0002826625,0.0001145279,0.0001420699,0.00008592079,0.00001895504],"category_scores_gemma":[0.000914533,0.00007986712,0.00004151216,0.0003967482,0.0001939784,0.0007413353,0.00006463623,0.0001000775,8.595501e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001885519,"about_ca_system_score_gemma":0.001844941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001948857,"about_ca_topic_score_gemma":0.002159039,"domain_scores_codex":[0.9991029,0.0001456786,0.0002049468,0.000183799,0.0001174964,0.0002452164],"domain_scores_gemma":[0.9992404,0.0002049094,0.00007723277,0.0001605441,0.0002623595,0.000054559],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003661837,0.0003431194,0.1671224,0.000182991,0.0000163623,2.537112e-7,0.04037512,9.440483e-7,0.00005410774,0.7819577,0.008918155,0.000992261],"study_design_scores_gemma":[0.000374497,0.00003591216,0.1322086,0.00006545879,0.00002281389,1.750194e-7,0.4211843,0.000001263648,0.0003176728,0.2262792,0.2193387,0.0001713942],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.969429,0.0008578228,0.0002043495,0.006698424,0.0004327724,0.0006142501,0.00004249665,0.00001200137,0.02170892],"genre_scores_gemma":[0.9673755,0.00007066699,0.0003445788,0.0003797849,0.0001368556,0.000073811,0.00001519,0.000005727146,0.0315979],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5556785,"threshold_uncertainty_score":0.3272846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01759717589223759,"score_gpt":0.3368896407173678,"score_spread":0.3192924648251302,"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."}}