{"id":"W3107784555","doi":"10.26565/2311-2379-2020-98-08","title":"Current tendencies of migration process development: global features and implications for Ukraine","year":2020,"lang":"en","type":"article","venue":"Bulletin of V N Karazin Kharkiv National University Economic Series","topic":"Labor Market and Education","field":"Economics, Econometrics and Finance","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Emigration; Ukrainian; Residence; Czech; Geography; Political science; Development economics; Economic geography; Demographic economics; Economics","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":[0.0008547853,0.0002285568,0.000219382,0.002245206,0.000970336,0.002050787,0.0002899112,0.0002131599,0.001617914],"category_scores_gemma":[0.001523769,0.00009511223,0.0003404042,0.004244837,0.000809791,0.001540993,0.001469342,0.0004044323,0.000170843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002102796,"about_ca_system_score_gemma":0.003129552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01072124,"about_ca_topic_score_gemma":0.01168354,"domain_scores_codex":[0.9995022,0.0001176518,0.00008760282,0.0001082564,0.00008497836,0.00009932685],"domain_scores_gemma":[0.9991741,0.0001516587,0.0003269529,0.00004899733,0.00022638,0.00007187219],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001719199,0.00005751495,0.5901543,0.002383604,0.0001387179,0.001794966,0.03587576,0.003249341,0.002164186,0.0396956,0.003968949,0.3203451],"study_design_scores_gemma":[0.000005018722,0.0001072232,0.8526692,0.001216504,0.0001388496,0.001392744,0.06245221,0.00140599,0.001441892,0.007134583,0.07199622,0.00003963676],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9304355,0.02392563,0.003425818,0.004349425,0.0001863031,0.00006549815,0.001167162,0.0001398716,0.03630487],"genre_scores_gemma":[0.985136,0.01084491,0.001623125,0.0001264541,0.00003422246,0.00001952779,0.0005082366,0.00001639268,0.001691183],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01072124,"threshold_uncertainty_score":0.02131766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02741620439323002,"score_gpt":0.2306534815080032,"score_spread":0.2032372771147732,"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."}}