{"id":"W2140801668","doi":"10.1136/bmj.d7031","title":"The financial cost of doctors emigrating from sub-Saharan Africa: human capital analysis","year":2011,"lang":"en","type":"article","venue":"BMJ","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":244,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; University of British Columbia; AIDS Vancouver; University of Ottawa; Centre for Advancing Health Outcomes","funders":"","keywords":"Tanzania; Graduation (instrument); Investment (military); Human capital; Developing country; Government (linguistics); Business; Geography; Economic growth; Medicine; Socioeconomics; Economics; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001720601,0.0005769177,0.0003171548,0.002275351,0.0002079725,0.001090185,0.0005365691,0.0005534495,0.003428643],"category_scores_gemma":[0.009489024,0.0002389469,0.001048728,0.003009701,0.0004236281,0.001063186,0.0009480033,0.0007212163,0.0003294528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003329538,"about_ca_system_score_gemma":0.001520952,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02048869,"about_ca_topic_score_gemma":0.01181555,"domain_scores_codex":[0.9987407,0.0006689021,0.00007920136,0.00008052075,0.0001985216,0.0002322084],"domain_scores_gemma":[0.9954965,0.001962111,0.001792139,0.00009181031,0.0003959286,0.0002615181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001483199,0.0002761441,0.695057,0.001083733,0.001760502,0.0009950065,0.0006401353,0.1951195,0.0002532527,0.007897458,0.007623231,0.08781081],"study_design_scores_gemma":[0.0002420434,0.001031279,0.8083569,0.001332676,0.001174802,0.001617706,0.002854443,0.1517871,0.00116853,0.006452023,0.02385689,0.0001257073],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9601507,0.006411934,0.007142854,0.002500724,0.00008005573,0.0003215805,0.01330249,0.00004179859,0.01004793],"genre_scores_gemma":[0.9933593,0.001697143,0.001417602,0.0001038526,0.00002986983,0.0001080882,0.002133734,0.000005184443,0.001145339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02048869,"threshold_uncertainty_score":0.04073882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09217167290947413,"score_gpt":0.4182280718951438,"score_spread":0.3260563989856697,"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."}}