{"id":"W4383909091","doi":"10.32388/vpmqpc","title":"Review of: \"Technological Unemployment, Skill Mismatch and the Future of Higher Education in Post-Pandemic Nigeria\"","year":2023,"lang":"en","type":"peer-review","venue":"","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Moncton","funders":"","keywords":"Unemployment; Pandemic; Coronavirus disease 2019 (COVID-19); Development economics; Labour economics; Demographic economics; Economic growth; Economics; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009097563,0.0005269091,0.001352706,0.003022591,0.002082735,0.00441398,0.002451951,0.004985209,0.0273002],"category_scores_gemma":[0.05624657,0.0004575448,0.0006570717,0.002287891,0.00206857,0.002373133,0.001986873,0.003675391,0.007014894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0025726,"about_ca_system_score_gemma":0.02473244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006967948,"about_ca_topic_score_gemma":0.01602231,"domain_scores_codex":[0.9958204,0.001186152,0.0005555664,0.0003214951,0.00182325,0.0002930372],"domain_scores_gemma":[0.9412141,0.01623949,0.002867462,0.001105868,0.03498652,0.003586602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002060276,0.000007027709,0.0001512068,0.002312048,0.00001331128,0.00008633968,0.0001099126,0.00002351671,0.00004286816,0.001289969,0.9772967,0.01864662],"study_design_scores_gemma":[0.00001910798,0.00001882067,0.00180137,0.005961756,0.0000468769,0.0002113251,0.000501295,0.00006067432,0.0000743664,0.00125053,0.9900379,0.0000160728],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0008535328,0.1192658,0.000343663,0.4152127,0.449371,0.0002398823,0.001240231,0.0000650342,0.01340823],"genre_scores_gemma":[0.02280842,0.4261709,0.001260612,0.1128552,0.3599412,0.0004047489,0.001991372,0.0001521263,0.07441554],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.0273002,"threshold_uncertainty_score":0.09132832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03739240709655452,"score_gpt":0.3976935015871569,"score_spread":0.3603010944906024,"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."}}