{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001547012,0.00008516655,0.0001925706,0.00007575172,0.00009539954,0.00001493881,0.0001371178,0.00004486461,0.0001463634],"category_scores_gemma":[0.0001230425,0.0001119057,0.00004527671,0.00008711258,0.00009020213,0.0001287663,0.00003286589,0.00003183126,0.00001188525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000130623,"about_ca_system_score_gemma":0.0001548765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003541032,"about_ca_topic_score_gemma":0.00004059724,"domain_scores_codex":[0.9993793,0.000006327948,0.0002840369,0.0002186738,0.00002322393,0.00008846274],"domain_scores_gemma":[0.9993818,0.00005024503,0.0003257208,0.00005528298,0.0001386818,0.00004829308],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003204315,0.0001085004,0.1881111,0.0003561327,0.0001221265,6.317941e-8,0.002959701,0.0001712953,0.00002864233,0.7701083,0.03589434,0.001819303],"study_design_scores_gemma":[0.0004971718,0.00004286755,0.4068224,0.00001308979,0.000009553083,0.000001696259,0.0005690026,0.00007061812,0.0001696727,0.008639343,0.5830116,0.0001529882],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9549316,0.001896329,0.0006443548,0.03174558,0.000215309,0.0004387352,0.002136905,0.00003058379,0.007960575],"genre_scores_gemma":[0.9964358,0.0004754468,0.002538405,0.00008370832,0.00006817289,0.000006214208,0.0001685704,0.00000579565,0.0002179],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7614689,"threshold_uncertainty_score":0.4563381,"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."}}