{"id":"W2139428975","doi":"10.1080/20786204.2009.10873850","title":"Reasons for doctor migration from South Africa","year":2009,"lang":"en","type":"article","venue":"South African Family Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":99,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Snowball sampling; Medicine; Remuneration; Government (linguistics); Possession (linguistics); Developing country; Subsidy; Politics; Economic growth; Political science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000658436,0.0001513314,0.0001392,0.0005658703,0.001986384,0.0006190871,0.0003465237,0.0005662919,0.008413279],"category_scores_gemma":[0.00422414,0.0001243639,0.0002076709,0.0009043533,0.0006822343,0.0004483947,0.001415501,0.0008901131,0.0003317366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008512829,"about_ca_system_score_gemma":0.00137999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0108225,"about_ca_topic_score_gemma":0.0132718,"domain_scores_codex":[0.9993882,0.0001697113,0.0000746064,0.00005385138,0.0001072056,0.0002064187],"domain_scores_gemma":[0.9978072,0.0005311778,0.0009437929,0.00005027462,0.0001713526,0.0004960384],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000146871,0.00006984828,0.9125623,0.0006846533,0.00003644476,0.008315944,0.04762143,0.00007470324,0.001279689,0.00109407,0.005576952,0.02253716],"study_design_scores_gemma":[0.00001610314,0.0001119982,0.8232689,0.001078056,0.00002406967,0.01151042,0.1367806,0.0000771196,0.0002494389,0.0003701801,0.02649012,0.0000229967],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9829687,0.003845869,0.00009672898,0.006877085,0.00009703165,0.00004938125,0.0002409255,0.000005976342,0.005818192],"genre_scores_gemma":[0.9961399,0.002020371,0.00009251315,0.000879411,0.00003129146,0.00001850104,0.00006414954,0.000002595306,0.0007512419],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0108225,"threshold_uncertainty_score":0.02814525,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07814189498118705,"score_gpt":0.4080273215898775,"score_spread":0.3298854266086904,"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."}}