{"id":"W2872543545","doi":"10.1186/s40176-018-0121-y","title":"Jobs for Africa’s expanding youth cohort: a stocktaking of employment prospects and policy interventions","year":2018,"lang":"en","type":"article","venue":"IZA Journal of Development and Migration","topic":"Innovation and Socioeconomic Development","field":"Business, Management and Accounting","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Department for International Development; International Development Research Centre; Inter-American Development Bank","keywords":"Underemployment; Psychological intervention; Youth unemployment; Unemployment; Wage; Work (physics); Labour economics; Population; Economic growth; Economics; Business; Sociology; Psychology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0007346297,0.00009543663,0.0001921066,0.0004019178,0.0002110782,0.0001888323,0.00008924763,0.00003473955,0.00001645789],"category_scores_gemma":[0.00008246615,0.00008409673,0.00003935996,0.0001630021,0.00004294893,0.0006121066,0.00008174134,0.00004276984,0.000001561228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000686941,"about_ca_system_score_gemma":0.0001166405,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002729795,"about_ca_topic_score_gemma":0.0001050826,"domain_scores_codex":[0.9990627,0.000005248186,0.0005946275,0.00010652,0.0001105345,0.0001204336],"domain_scores_gemma":[0.9988423,0.00001468664,0.0006979294,0.00004073598,0.0003907912,0.00001357677],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004697463,0.0004391337,0.6478472,0.0008404227,0.0007497683,0.000002982282,0.05916175,0.000006281738,0.002362325,0.17375,0.007132299,0.1072381],"study_design_scores_gemma":[0.008208867,0.000425902,0.7840104,0.002483835,0.0003661836,0.00002702558,0.01951467,0.0005104914,0.008231903,0.01623567,0.1589691,0.001016033],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888001,0.00008906258,0.008341564,0.0006496628,0.000256153,0.000363016,0.000001363005,0.000007920081,0.001491168],"genre_scores_gemma":[0.9918948,0.00001188206,0.0071362,0.0001520142,0.0003498875,0.00001431887,0.000009924837,0.000009162666,0.0004218253],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1575144,"threshold_uncertainty_score":0.3429365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0499921503775394,"score_gpt":0.2894969841316476,"score_spread":0.2395048337541082,"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."}}