{"id":"W105315138","doi":"10.32920/24290803.v1","title":"EU management of high skill migration","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Regional Development and Policy","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Competition (biology); Political science; Eu countries; Business; Economics; European union; Economic growth; Economy; Economic policy","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":[0.0003115839,0.00007521356,0.0001168759,0.00008863116,0.00007674829,0.00002978091,0.0002384909,0.0001172534,0.0002401766],"category_scores_gemma":[0.00001108987,0.00006910942,0.00006286411,0.0001492713,0.00006568302,0.00003029433,0.0002208453,0.00006976919,0.0002402401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005481435,"about_ca_system_score_gemma":0.0001084088,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02476244,"about_ca_topic_score_gemma":0.005688989,"domain_scores_codex":[0.9991356,0.00004631422,0.0001675836,0.000159457,0.0003604323,0.0001305911],"domain_scores_gemma":[0.9996559,0.00003613346,0.00009101767,0.0001257956,0.0000536903,0.00003743095],"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":[0.000002482007,0.00001541214,0.0006726087,0.00009383902,0.00007361289,0.000002865178,0.005150467,0.00004606718,6.205588e-7,0.9051968,0.08530434,0.003440913],"study_design_scores_gemma":[0.0001427407,0.00000860816,0.1443139,0.000284881,0.000042113,5.355255e-8,0.003284818,0.00001760897,0.00008094432,0.3054328,0.5460636,0.0003279645],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1221898,0.00005217476,0.000532791,0.04616963,0.002387787,0.000753139,0.00001543615,0.0002756454,0.8276236],"genre_scores_gemma":[0.5683551,0.004187272,0.004247096,0.0002229708,0.0003515323,0.00005187455,0.0001119166,0.00001303785,0.4224592],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.599764,"threshold_uncertainty_score":0.9817318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06986024884650316,"score_gpt":0.3607741446816976,"score_spread":0.2909138958351944,"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."}}