{"id":"W2125198595","doi":"10.1016/j.ejso.2014.03.018","title":"Association of perioperative blood transfusion with oncologic outcomes after radical nephroureterectomy for upper tract urothelial carcinoma","year":2014,"lang":"en","type":"article","venue":"European Journal of Surgical Oncology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Interquartile range; Perioperative; Proportional hazards model; Blood transfusion; Cancer; Retrospective cohort study; Internal medicine; Surgery; Confounding; Urology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001114745,0.0002068865,0.0009074229,0.0001168648,0.00005657069,0.00001155747,0.0001095589,0.0001137338,0.0003823563],"category_scores_gemma":[0.00009821322,0.0001204976,0.0004026346,0.00009018019,0.0001267506,0.00008525293,0.00001425886,0.0003760244,0.000006799185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002027741,"about_ca_system_score_gemma":0.0003034778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006561369,"about_ca_topic_score_gemma":0.000006208379,"domain_scores_codex":[0.9976125,0.0008813557,0.0006849982,0.0001963799,0.0003579357,0.000266778],"domain_scores_gemma":[0.9983041,0.0005830658,0.000448454,0.000113884,0.000334347,0.0002161669],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.03769781,0.004751499,0.8895596,0.0001248719,0.001704333,0.004697085,0.003054029,0.00001688542,0.004443068,0.0001401873,0.0007064685,0.05310417],"study_design_scores_gemma":[0.05228494,0.04296374,0.4386939,0.0001195962,0.001791528,0.002268672,0.0001217018,0.00001630455,0.001857271,0.00001102098,0.4596646,0.0002068148],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9807615,0.0001489523,0.0005627105,0.004957812,0.0003388856,0.0004502044,0.00002202385,0.00001169704,0.01274616],"genre_scores_gemma":[0.9948342,0.0001626801,0.002720082,0.0006325315,0.0008164293,0.00001252168,0.000005464309,0.00003694108,0.0007791861],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4589581,"threshold_uncertainty_score":0.4913749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01434221114486421,"score_gpt":0.2781291470610408,"score_spread":0.2637869359161766,"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."}}