{"id":"W561072756","doi":"","title":"Forecasting labour markets in OECD countries : measuring and tackling mismatches","year":2002,"lang":"en","type":"book","venue":"TUbilio (Technical University of Darmstadt)","topic":"Education in Diverse Contexts","field":"Social Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Unemployment; Economics; Perspective (graphical); Labour economics; Political science; Macroeconomics; Government (linguistics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001323979,0.0002463686,0.0005375391,0.0003769139,0.0004629434,0.00005272014,0.0006284866,0.0005467096,0.001475894],"category_scores_gemma":[0.0004626258,0.000325062,0.0001262144,0.0001849855,0.001187013,0.0003166283,0.0003042217,0.0006055136,0.00003918642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008664303,"about_ca_system_score_gemma":0.0007835217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001037787,"about_ca_topic_score_gemma":0.003758679,"domain_scores_codex":[0.9979492,0.0002014141,0.0003332285,0.0004903785,0.0006151737,0.0004106095],"domain_scores_gemma":[0.9980569,0.0008528492,0.0003534084,0.0003048152,0.0002446271,0.0001874334],"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":[0.001293007,0.001551462,0.07753339,0.007648608,0.0008945057,0.00188009,0.2679707,0.0001778438,0.0002785761,0.2284236,0.3176795,0.09466864],"study_design_scores_gemma":[0.00119916,0.0000693191,0.003390973,0.001811274,0.0001618806,0.000009510653,0.02072463,0.00006230364,0.00003080324,0.008430083,0.9631698,0.0009403058],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.09564993,0.002095111,0.00007185285,0.001552225,0.0003569938,0.0009537947,0.0001153781,0.0002551271,0.8989496],"genre_scores_gemma":[0.4303623,0.003254849,0.002030067,0.00008412151,0.0002156873,0.000001356846,0.00001776926,0.00004947025,0.5639843],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6454902,"threshold_uncertainty_score":0.9999201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04125213859665149,"score_gpt":0.2418828767180352,"score_spread":0.2006307381213837,"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."}}