{"id":"W2947239058","doi":"10.1186/s13027-019-0227-8","title":"Cancer care workforce in Africa: perspectives from a global survey","year":2019,"lang":"en","type":"article","venue":"Infectious Agents and Cancer","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":74,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston Health Sciences Centre; Queen's University","funders":"Economic and Social Research Council; Javna Agencija za Raziskovalno Dejavnost RS; UK Research and Innovation","keywords":"Medicine; Workforce; Tropical medicine; Family medicine; Economic growth; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.001553987,0.0002672004,0.0002385731,0.001346366,0.000639679,0.0008294188,0.0002744685,0.0004936984,0.001899766],"category_scores_gemma":[0.004437014,0.0001691533,0.0002915295,0.003429097,0.0003558307,0.001329135,0.001141599,0.0005981869,0.0002924878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007370871,"about_ca_system_score_gemma":0.0008736261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01324819,"about_ca_topic_score_gemma":0.01493923,"domain_scores_codex":[0.9989707,0.0004626825,0.00006929956,0.00006887932,0.0001380778,0.0002903234],"domain_scores_gemma":[0.9976319,0.0006082692,0.0007516614,0.00004179454,0.0004553871,0.0005109886],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009396394,0.00007913418,0.9553165,0.0004153973,0.00003635279,0.0005086301,0.01526504,0.0001053147,0.0003531161,0.000222808,0.005348322,0.02225557],"study_design_scores_gemma":[0.00001011662,0.0001461653,0.9485443,0.0002787004,0.00001495688,0.0003736426,0.04091543,0.0001108142,0.00007920653,0.00007644529,0.00943841,0.00001188992],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.98431,0.00259795,0.0001180491,0.006338549,0.00007461075,0.00005129991,0.002431229,0.000004422503,0.004073823],"genre_scores_gemma":[0.9939694,0.002938327,0.0001243842,0.001448313,0.00006123889,0.00007444606,0.0009971575,0.000005013408,0.0003816372],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01324819,"threshold_uncertainty_score":0.02634221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02036159031705162,"score_gpt":0.3742224194026124,"score_spread":0.3538608290855607,"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."}}