{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001947744,0.000230349,0.001001857,0.0001419201,0.000105988,0.000006517462,0.0003547228,0.0009440834,0.0001794583],"category_scores_gemma":[0.000851594,0.0001669568,0.0001656867,0.001342686,0.0007218288,0.00006641669,0.0001443895,0.00108174,0.0001156449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003368514,"about_ca_system_score_gemma":0.001868875,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003324928,"about_ca_topic_score_gemma":0.02669594,"domain_scores_codex":[0.9966578,0.0009245419,0.0009043117,0.0005476354,0.0001933112,0.0007724166],"domain_scores_gemma":[0.9969027,0.002277751,0.0002303313,0.0003818181,0.00006247256,0.0001449258],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001422541,0.0003352311,0.5129307,0.00002048159,0.00006070509,0.0017951,0.002037615,0.0006073265,0.00005974123,0.002456924,0.02004224,0.4582314],"study_design_scores_gemma":[0.005788398,0.001731165,0.2420579,0.00007899242,0.00002268387,0.0001485269,0.00199395,0.0002658018,0.000005018826,0.002042501,0.7457015,0.0001636112],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8302292,0.005017675,0.0001318368,0.1010942,0.006626265,0.001212683,0.0000207604,0.0001874088,0.05547988],"genre_scores_gemma":[0.9325292,0.005667395,0.001892708,0.05425951,0.002832931,0.0004722598,0.00005044166,0.00004869291,0.00224694],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7256593,"threshold_uncertainty_score":0.9910643,"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."}}