{"id":"W4389569944","doi":"10.1002/jso.27551","title":"Inequities in global cancer surgery: Challenges and solutions","year":2023,"lang":"en","type":"review","venue":"Journal of Surgical Oncology","topic":"Global Health and Surgery","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"National Cancer Institute; Medical Research Council; Memorial Sloan-Kettering Cancer Center","keywords":"Medicine; Cancer surgery; General surgery; Cancer; Surgery; 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":[0.002588778,0.001013649,0.001622421,0.002803216,0.0007312501,0.002518875,0.001169044,0.00223974,0.004557402],"category_scores_gemma":[0.00393778,0.0003149528,0.0009987724,0.003160477,0.00142146,0.003720931,0.002489256,0.003371058,0.0008182169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002105573,"about_ca_system_score_gemma":0.006593284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005559826,"about_ca_topic_score_gemma":0.01154392,"domain_scores_codex":[0.9992058,0.0002841817,0.00007634699,0.00006930806,0.0002559772,0.0001084332],"domain_scores_gemma":[0.99818,0.001135508,0.0001722126,0.00002895432,0.0003293646,0.0001539857],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002863128,0.00005515793,0.0003913355,0.0240227,0.0002123774,0.0001096194,0.0003855739,0.0005398335,0.0001603526,0.03315831,0.05349065,0.8874454],"study_design_scores_gemma":[0.00001490991,0.00008625331,0.001824162,0.05727683,0.0002468717,0.0006723292,0.001395231,0.0002648673,0.0001231133,0.02525655,0.9127882,0.00005078367],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000737716,0.9947715,0.00009484492,0.003913604,0.0004319971,0.000004618276,0.00001078812,0.000003819011,0.0006950417],"genre_scores_gemma":[0.0008718833,0.9976184,0.0001342511,0.0008413768,0.0003440578,0.000006413178,0.00001268333,0.000001328036,0.0001696051],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005559826,"threshold_uncertainty_score":0.01527709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.268573807580113,"score_gpt":0.4705781925186666,"score_spread":0.2020043849385537,"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."}}