{"id":"W4399166509","doi":"10.2139/ssrn.4836447","title":"The Impact of Perioperative Transfusions on the Oncologic Outcomes of Patients with Ovarian Cancer: A Population-Based Study","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network; Queen's University; Health Sciences Centre; Institute for Clinical Evaluative Sciences; Sunnybrook Health Science Centre","funders":"","keywords":"Perioperative; Medicine; Ovarian cancer; Cancer; Population; Fertility preservation; Oncology; Internal medicine; General surgery; Fertility; Surgery; Environmental health","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":[0.0007580323,0.0003316243,0.0005224242,0.0006941791,0.0004837792,0.001143499,0.0004313525,0.0008239222,0.001312656],"category_scores_gemma":[0.004243494,0.0003701969,0.0009795883,0.001551196,0.0005281923,0.001099233,0.0006145065,0.001156513,0.0002016153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004298169,"about_ca_system_score_gemma":0.0004454929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002422431,"about_ca_topic_score_gemma":0.002109839,"domain_scores_codex":[0.9991415,0.0002543908,0.0001064328,0.0001923678,0.0001531935,0.0001520574],"domain_scores_gemma":[0.9980054,0.0004115669,0.0009809602,0.0001841163,0.0001439472,0.0002740104],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003196087,0.00008113483,0.9982955,0.00001163324,0.0002176468,0.00005520192,0.00006856388,0.00002840839,0.00009459722,0.00001990218,0.00006700346,0.0007408604],"study_design_scores_gemma":[0.00001852801,0.0002693221,0.998723,0.000007252443,0.0001300222,0.0002059591,0.0003309927,0.00009917031,0.00002973881,0.00004662644,0.0001319455,0.000007397663],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991606,0.0003266509,0.00004535615,0.00004444331,0.000007921105,0.000004590272,0.0001671378,0.000001255217,0.0002418708],"genre_scores_gemma":[0.9994602,0.0001701177,0.0000261871,0.00004020254,0.00001956934,0.000006352854,0.0002109017,0.000001664816,0.00006486884],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002422431,"threshold_uncertainty_score":0.004816711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02666515318985898,"score_gpt":0.3818753814266361,"score_spread":0.3552102282367771,"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."}}