{"id":"W228772425","doi":"","title":"The International Migration of Doctors: Impacts and Political Implications","year":2014,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Emigration; Position (finance); Politics; Political science; Country of origin; Economic growth; Demographic economics; Development economics; Business; Economics; Law","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":[0.002406853,0.00008450889,0.0001224028,0.00005340474,0.0008609342,0.00001909767,0.000245563,0.00008702636,0.00002545223],"category_scores_gemma":[0.0005770212,0.00005569773,0.00004026621,0.00009368109,0.00007988665,0.0001075154,0.00005219027,0.001245452,0.00002104257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008027002,"about_ca_system_score_gemma":0.001375726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005036471,"about_ca_topic_score_gemma":0.006401887,"domain_scores_codex":[0.9971599,0.0002654814,0.0004879658,0.0001056452,0.000205007,0.001776007],"domain_scores_gemma":[0.9984953,0.0006567225,0.0002669333,0.0001631594,0.0002507945,0.0001670532],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002890385,0.0000125338,0.06889375,0.000009352748,0.00002478976,3.035982e-8,0.0001917074,6.901735e-7,0.0001523521,0.9251999,0.0009986565,0.004487339],"study_design_scores_gemma":[0.000756236,0.0002946777,0.0873684,0.0001601304,0.00002665239,0.00007874994,0.00764702,0.000214469,0.00003704768,0.78562,0.1176857,0.0001109551],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9194656,0.001571766,0.002109402,0.06554516,0.0005329042,0.0003015944,0.00000655575,0.00003116651,0.01043587],"genre_scores_gemma":[0.9944167,0.003458687,0.0000672005,0.0006294471,0.00056355,0.00001264692,0.000004936799,0.00001030172,0.0008365001],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1395799,"threshold_uncertainty_score":0.6621697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01849547636836079,"score_gpt":0.4057458801354887,"score_spread":0.3872504037671279,"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."}}