{"id":"W2006394714","doi":"10.1007/s00345-014-1256-y","title":"Benefit in regionalization of care for patients treated with nephrectomy: a Nationwide Inpatient Sample","year":2014,"lang":"en","type":"article","venue":"World Journal of Urology","topic":"Renal cell carcinoma treatment","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Nephrectomy; Renal cell carcinoma; Logistic regression; Nephrology; Complication; Adverse effect; Emergency medicine; Blood transfusion; Internal medicine; Surgery; Intensive care medicine; Kidney","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":[0.0003446879,0.0001907948,0.0004424331,0.000558088,0.0007311247,0.001003051,0.0004413757,0.0005774568,0.002362152],"category_scores_gemma":[0.002294407,0.0002615701,0.0006582355,0.001165575,0.0003711053,0.0008305756,0.001122207,0.0008449209,0.0001756829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001034315,"about_ca_system_score_gemma":0.001177946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02909472,"about_ca_topic_score_gemma":0.05597118,"domain_scores_codex":[0.9992518,0.0001821139,0.00007423358,0.0001195611,0.0001047724,0.0002675182],"domain_scores_gemma":[0.9984522,0.000181416,0.0007181057,0.00005326174,0.0001232845,0.0004717516],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008601106,0.00007629566,0.9986551,0.000006916401,0.00004093386,0.00007988888,0.0001165668,0.00003402791,0.00007154421,0.00003030774,0.0001219368,0.0006806027],"study_design_scores_gemma":[0.000008746857,0.00007928415,0.9984089,0.000007675587,0.00002403264,0.0001255566,0.001095783,0.0001093797,0.00001822103,0.00001895643,0.00009973485,0.00000372814],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991307,0.0001012764,0.00002250891,0.0001318242,0.000004130954,0.000006333473,0.0003115431,9.108219e-7,0.0002906838],"genre_scores_gemma":[0.9992226,0.00009948324,0.00002406046,0.0001033947,0.00000867644,0.000005629641,0.0004388984,0.00000144845,0.00009565768],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02909472,"threshold_uncertainty_score":0.05785078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01115708256560278,"score_gpt":0.2389558662122082,"score_spread":0.2277987836466054,"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."}}