{"id":"W4405408920","doi":"10.1245/s10434-024-16657-z","title":"ASO Visual Abstract: Developing a Surgical Oncology Workforce in West Africa: A Needs Assessment and Environmental Scan","year":2024,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Global Health and Surgery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Kingston Health Sciences Centre; Kingston General Hospital; University of British Columbia; Queen's University","funders":"","keywords":"Surgical oncology; Medicine; Workforce; Medical physics; General surgery; Medical education; Oncology; Political science","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":[0.003016698,0.000365301,0.0002455382,0.001860052,0.00241516,0.002312488,0.0008508835,0.001751379,0.06460375],"category_scores_gemma":[0.01158735,0.0002123003,0.0002370858,0.001729861,0.0006250917,0.002013082,0.002181353,0.001355881,0.00415472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002207302,"about_ca_system_score_gemma":0.0097657,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01082219,"about_ca_topic_score_gemma":0.02607433,"domain_scores_codex":[0.9986755,0.000456011,0.00007414917,0.00005866544,0.0004468118,0.0002888333],"domain_scores_gemma":[0.9924564,0.002542864,0.0004979356,0.0001111541,0.002930422,0.001461205],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.000162989,0.0002868792,0.01790322,0.002875905,0.00001687253,0.001531967,0.007773073,0.0004735083,0.0009595252,0.003723374,0.893345,0.07094768],"study_design_scores_gemma":[0.00008109443,0.0003405829,0.06340335,0.004112104,0.00003569208,0.001041468,0.09237197,0.0005370553,0.001143992,0.004622437,0.8322515,0.00005878739],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1438169,0.004932062,0.003206968,0.492201,0.01107295,0.002560667,0.03389747,0.0004230102,0.3078889],"genre_scores_gemma":[0.6618464,0.01455256,0.01135825,0.064566,0.00587357,0.003054295,0.01034603,0.000459546,0.2279434],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06460375,"threshold_uncertainty_score":0.2161211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0817669796453406,"score_gpt":0.4296403776769955,"score_spread":0.347873398031655,"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."}}