{"id":"W1986415314","doi":"10.1002/cam4.80","title":"A contemporary analysis of morbidity and outcomes in cytoreduction/hyperthermic intraperitoneal chemoperfusion","year":2013,"lang":"en","type":"article","venue":"Cancer Medicine","topic":"Intraperitoneal and Appendiceal Malignancies","field":"Medicine","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Mount Sinai Hospital","funders":"National Cancer Institute","keywords":"Medicine; Hyperthermic intraperitoneal chemotherapy; Peritoneal mesothelioma; Surgery; Adenocarcinoma; Colorectal cancer; Mesothelioma; Incidence (geometry); Mortality rate; General surgery; Cancer; Internal medicine; Cytoreductive surgery; Pathology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001334564,0.0001602507,0.0008449224,0.0003365145,0.00003203639,0.000004051132,0.00005956411,0.00008303464,0.001329517],"category_scores_gemma":[0.0000514016,0.0001050991,0.00007308924,0.0006440353,0.0003800838,0.00009740613,0.00002792625,0.0001537461,0.0000035545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005532355,"about_ca_system_score_gemma":0.00008563032,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01276925,"about_ca_topic_score_gemma":0.0001394716,"domain_scores_codex":[0.9988941,0.0000259574,0.0004167068,0.0002474533,0.0002323918,0.0001833819],"domain_scores_gemma":[0.9994175,0.00005113208,0.000102778,0.0001839379,0.0001115973,0.0001330448],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001366423,0.0001458547,0.6801373,0.0001745427,0.0004901742,0.00002722301,0.001619441,0.000006573983,0.3059745,0.00006162885,0.001814037,0.009412074],"study_design_scores_gemma":[0.00162016,0.0002718075,0.9865885,0.0002677495,0.0004757286,0.00001863243,0.001316939,0.0007906877,0.007837837,0.00002902661,0.0006618183,0.0001211092],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870461,0.003010362,0.000004164295,0.007811919,0.0001947289,0.0003684438,0.00001066211,0.00002373567,0.001529869],"genre_scores_gemma":[0.9976657,0.0006456319,0.00005164216,0.0009779265,0.0001756396,0.00007325743,0.00002570426,0.00001195658,0.0003725423],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3064513,"threshold_uncertainty_score":0.9995834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02792386149435039,"score_gpt":0.3062764679924629,"score_spread":0.2783526064981126,"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."}}