{"id":"W4387241939","doi":"10.1245/s10434-023-14303-8","title":"Value-Based Health Care: The Fine Balance of Cytoreductive Surgery and Hyperthermic Intraperitoneal Chemotherapy (CRS ± HIPEC)","year":2023,"lang":"en","type":"letter","venue":"Annals of Surgical Oncology","topic":"Intraperitoneal and Appendiceal Malignancies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre; McMaster University; Juravinski Cancer Centre; Western University; Juravinski Hospital","funders":"","keywords":"Hyperthermic intraperitoneal chemotherapy; Surgical oncology; Medicine; Cytoreductive surgery; Chemotherapy; Intraperitoneal chemotherapy; Oncology; General surgery; Intensive care medicine; Surgery; Internal medicine; Cancer; Ovarian cancer","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":[0.004673428,0.0004565126,0.0007673179,0.0005015688,0.004335465,0.004468963,0.001239053,0.04917135,0.006788903],"category_scores_gemma":[0.01822251,0.0004694246,0.0008695998,0.0006443771,0.004710981,0.004911513,0.002453128,0.04014206,0.002530076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006375394,"about_ca_system_score_gemma":0.009379342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01008403,"about_ca_topic_score_gemma":0.02374702,"domain_scores_codex":[0.9965064,0.001211007,0.0003647732,0.0003302933,0.001058037,0.0005293649],"domain_scores_gemma":[0.9897776,0.005390916,0.0006818836,0.0002205496,0.00119446,0.002734554],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007763,0.0001077209,0.002124225,0.00007687969,0.00002350528,0.003563792,0.000331706,0.0001665646,0.0004609679,0.02251968,0.9479498,0.02259752],"study_design_scores_gemma":[0.0001868483,0.0001233674,0.003350177,0.0004890151,0.00002714623,0.004097348,0.00100675,0.0009318622,0.0002135204,0.03729938,0.9522052,0.00006938547],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003525003,0.0004161267,0.00005194235,0.9946314,0.002699285,0.000002921407,0.000007100432,0.000003611553,0.001835228],"genre_scores_gemma":[0.005702744,0.0007276034,0.0002289523,0.9720282,0.01806728,0.00001353429,0.00001194103,0.000007538301,0.003212291],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04917135,"threshold_uncertainty_score":0.0462569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05887930615559792,"score_gpt":0.3456820010796828,"score_spread":0.2868026949240849,"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."}}