{"id":"W4388227008","doi":"10.1016/s1470-2045(23)00484-9","title":"Cancer surgery: orchestrating cancer control by strengthening health systems","year":2023,"lang":"en","type":"letter","venue":"The Lancet Oncology","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Commission; Global health; Cancer; Medicine; Scopus; Cancer surgery; Health care; Family medicine; Political science; MEDLINE; Nursing; Law; Public health; Internal medicine","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":[0.01051983,0.001367867,0.001748011,0.0007657629,0.005585914,0.008578382,0.002812834,0.08656394,0.01366665],"category_scores_gemma":[0.04201232,0.001017864,0.001681011,0.001052568,0.009032355,0.01256603,0.00634015,0.06857833,0.008572925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007467949,"about_ca_system_score_gemma":0.01559971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00985858,"about_ca_topic_score_gemma":0.01846078,"domain_scores_codex":[0.9903729,0.003302759,0.0006427623,0.0009999344,0.002859087,0.001822613],"domain_scores_gemma":[0.9712266,0.01646045,0.001563704,0.0008011561,0.00312034,0.006827635],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004393515,0.00002952314,0.0002294298,0.00009871343,0.00002212764,0.0002416184,0.0001806505,0.00007189305,0.0001644208,0.007361241,0.9820134,0.009543049],"study_design_scores_gemma":[0.0001636564,0.00006231126,0.0005785744,0.0002647906,0.00002990728,0.000319101,0.0007227471,0.0003421163,0.0001993658,0.03307417,0.9641731,0.00007012067],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00007363081,0.001009661,0.00006499117,0.987873,0.01016129,0.000003349106,0.00001280693,0.00000995682,0.0007912748],"genre_scores_gemma":[0.001875558,0.001140715,0.000186207,0.9652243,0.02817819,0.00002523476,0.00001190386,0.00001745006,0.003340436],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08656394,"threshold_uncertainty_score":0.05563486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08129784435503122,"score_gpt":0.441601480565986,"score_spread":0.3603036362109548,"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."}}