{"id":"W4390071786","doi":"10.1200/go.23.00257","title":"Brain Drain in Cancer Care: The Shrinking Clinical Oncology Workforce in Nigeria","year":2023,"lang":"en","type":"article","venue":"JCO Global Oncology","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Scarborough Hospital; University of Toronto","funders":"Commonwealth Scholarship Commission; Weill Cornell Medical College; Birmingham City University","keywords":"Workforce; Workload; Medicine; Population; Family medicine; Christian ministry; Nursing; Business; Political science; Environmental health; Economic growth; Management; Economics","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":[0.0005328864,0.0001446042,0.0001099504,0.0004361772,0.001286236,0.001113144,0.0003007253,0.0004597422,0.002694696],"category_scores_gemma":[0.00206288,0.0001044947,0.0001078355,0.0006777375,0.0006636515,0.0009019201,0.001279333,0.0009085598,0.0001709942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001319486,"about_ca_system_score_gemma":0.005333526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008524943,"about_ca_topic_score_gemma":0.02278286,"domain_scores_codex":[0.99964,0.0001220265,0.00002582514,0.00002421543,0.00006256104,0.0001253088],"domain_scores_gemma":[0.9986165,0.000232094,0.0004651854,0.00001330959,0.0001167355,0.0005561092],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001122093,0.0003270836,0.8411636,0.001056605,0.00002038584,0.002685975,0.01902413,0.0002594484,0.001116319,0.003424685,0.01073606,0.1200733],"study_design_scores_gemma":[0.00002248864,0.0004405534,0.7562001,0.002707198,0.00003735548,0.00375195,0.191946,0.0007552105,0.0004485345,0.002992277,0.04065916,0.00003925479],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9696051,0.00801454,0.0001791309,0.01654593,0.0003516407,0.00004060382,0.0000935573,0.000005903476,0.005163738],"genre_scores_gemma":[0.9920157,0.005532105,0.0002279329,0.001261333,0.00007253631,0.00002232081,0.00004437456,0.000002435706,0.0008211954],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008524943,"threshold_uncertainty_score":0.01695067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06417602811711537,"score_gpt":0.5235711590818581,"score_spread":0.4593951309647428,"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."}}