{"id":"W7163407660","doi":"10.66877/ndjms.v2i1.013","title":"Physician Migration at its roots: Emigration Intentions and Preferences among Medical Students of a Nigerian University in the Niger Delta Region","year":2020,"lang":"","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Emigration; Developing country; Brain drain; Developed country; Aside; Niger delta","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":[0.0005736027,0.0001596362,0.0001802901,0.0003958023,0.0009697187,0.0007402654,0.000193558,0.000454586,0.00231364],"category_scores_gemma":[0.001691144,0.0001854979,0.0001596391,0.0003448787,0.0003764731,0.0004503628,0.0005790667,0.0006483933,0.0003090444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002535849,"about_ca_system_score_gemma":0.0006591408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004359401,"about_ca_topic_score_gemma":0.01056757,"domain_scores_codex":[0.9997572,0.0000687829,0.00002372558,0.00002063706,0.00004202715,0.00008755183],"domain_scores_gemma":[0.9989879,0.0001866463,0.0003211299,0.00001822402,0.00009166264,0.0003943645],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005681809,0.0002488647,0.9826618,0.00004592642,0.00001043797,0.0004633315,0.009933218,0.00002712309,0.0005990703,0.00004689454,0.0002640293,0.005642489],"study_design_scores_gemma":[0.000004579809,0.0005486214,0.9024857,0.00008239863,0.00001248761,0.0007934204,0.09450366,0.0001466996,0.000228607,0.00003962593,0.001142891,0.00001133781],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996101,0.00006079419,0.000009950336,0.0001180528,0.000003450541,0.000003565509,0.000009891212,3.268372e-7,0.0001837507],"genre_scores_gemma":[0.9994268,0.000134607,0.00002481396,0.00009236109,0.000003014386,0.000003556318,0.00001168495,2.913875e-7,0.000302988],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004359401,"threshold_uncertainty_score":0.008668065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06181131458978055,"score_gpt":0.3683411808350389,"score_spread":0.3065298662452584,"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."}}