{"id":"W3152567463","doi":"10.1001/jamanetworkopen.2021.5477","title":"Utilization Rates of Pancreatectomy, Radical Prostatectomy, and Nephrectomy in New York, Ontario, and New South Wales, 2011 to 2018","year":2021,"lang":"en","type":"article","venue":"JAMA Network Open","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sinai Health System; Princess Margaret Cancer Centre; University of Toronto; University Health Network; Toronto General Hospital; Public Health Ontario","funders":"Ontario Ministry of Health and Long-Term Care; National Institute on Aging; Laura and John Arnold Foundation","keywords":"Medicine; Prostatectomy; Nephrectomy; Overcrowding; General surgery; Pancreatectomy; Population; Demography; Surgery; Internal medicine; Prostate cancer; Environmental health; Cancer","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0003274622,0.0002475496,0.0002560594,0.001235888,0.0009114332,0.0006461568,0.0007219552,0.0002443961,0.001349865],"category_scores_gemma":[0.001558885,0.0003188052,0.0005310486,0.002230962,0.0004881807,0.0004133969,0.0009812308,0.0003307135,0.0001998404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008480238,"about_ca_system_score_gemma":0.009946068,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9219994,"about_ca_topic_score_gemma":0.9677829,"domain_scores_codex":[0.9994125,0.00003747925,0.00008605799,0.0001120094,0.0001864522,0.0001655196],"domain_scores_gemma":[0.9980824,0.00008113345,0.0007944072,0.00005527367,0.0005724225,0.0004143146],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002895188,0.00001064547,0.9968888,0.00004941564,0.00004300759,0.00005831426,0.0003801444,0.00004163671,0.0001228906,0.00002269936,0.000936822,0.001416608],"study_design_scores_gemma":[0.000002867169,0.000006255013,0.9989772,0.00001717461,0.000009580374,0.00003940233,0.0004160329,0.00005390896,0.00002288744,0.000004001704,0.0004483169,0.00000232057],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9891251,0.0005448588,0.00006209155,0.0002184362,0.00001162199,0.00003510247,0.008668604,0.000009638323,0.001324395],"genre_scores_gemma":[0.9932669,0.0007010396,0.0001356324,0.0001156529,0.00001399273,0.00006083994,0.004553689,0.000005473945,0.001146718],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07800061,"threshold_uncertainty_score":0.1569199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.126942838973457,"score_gpt":0.3579999311034314,"score_spread":0.2310570921299744,"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."}}