{"id":"W6946044856","doi":"10.32920/24290803","title":"EU management of high skill migration","year":2023,"lang":"en","type":"article","venue":"","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Competition (biology); Developed country; Eu countries; Immigration; European union","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00286787,0.0002491078,0.0002221591,0.001082964,0.001546699,0.003251369,0.0006711649,0.001598113,0.00870765],"category_scores_gemma":[0.004186671,0.0000839584,0.000296418,0.001299322,0.0006816409,0.001110232,0.005081139,0.00102618,0.001241529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001764654,"about_ca_system_score_gemma":0.00597779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008708495,"about_ca_topic_score_gemma":0.005911206,"domain_scores_codex":[0.9983906,0.0003714759,0.0001373168,0.0001725574,0.000269179,0.0006588724],"domain_scores_gemma":[0.9987833,0.00008509462,0.0002146597,0.0001157855,0.0002245595,0.0005765942],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002411996,0.0003208965,0.04113034,0.0006796541,0.00007425472,0.002647012,0.008118821,0.00199852,0.002273295,0.2840402,0.1162067,0.5422691],"study_design_scores_gemma":[0.00005466301,0.0002636484,0.09484132,0.001065367,0.00003053503,0.001317528,0.01082492,0.001257731,0.001429897,0.01933909,0.8695356,0.00003967855],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4299499,0.01385807,0.006347913,0.03939833,0.003734604,0.000312643,0.001085634,0.0003378747,0.504975],"genre_scores_gemma":[0.8766954,0.004286295,0.004882745,0.008900241,0.0003555063,0.0001857182,0.001065776,0.0001071132,0.1035212],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008708495,"threshold_uncertainty_score":0.02912998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01375166576566435,"score_gpt":0.2986762491484533,"score_spread":0.2849245833827889,"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."}}