{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001274598,0.0003866226,0.0005390057,0.0001463916,0.001325073,0.00006091106,0.0004338061,0.0004187838,0.0001780892],"category_scores_gemma":[0.005878931,0.0003617111,0.000160801,0.0006803325,0.00006728262,0.0006475514,0.00007271141,0.0009025197,0.001517756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003993466,"about_ca_system_score_gemma":0.0006283461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008601141,"about_ca_topic_score_gemma":0.00007982981,"domain_scores_codex":[0.9953176,0.001027204,0.0009391931,0.0007716039,0.000599928,0.001344435],"domain_scores_gemma":[0.9930972,0.003691595,0.001020673,0.0008686407,0.0007659278,0.0005559282],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.007163929,0.0008435874,0.01212181,0.0002433155,0.0002744108,0.00004993837,0.49146,0.00007899279,0.001182387,0.02963655,0.4444016,0.01254346],"study_design_scores_gemma":[0.001374656,0.0004058502,0.00632992,0.000200123,0.0002125472,6.563076e-7,0.1465792,0.0002096886,0.000007340638,0.00204683,0.842251,0.0003821907],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3107813,0.005272791,0.01955383,0.07333653,0.005224013,0.01195494,0.004145266,0.002551429,0.5671799],"genre_scores_gemma":[0.954613,0.0000495637,0.02242393,0.01114559,0.001166929,0.0003760978,0.0001946244,0.00006279079,0.00996753],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6438317,"threshold_uncertainty_score":0.9999751,"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."}}