{"id":"W3009514965","doi":"10.1503/cjs.002519","title":"Evaluation of repeat cytoreductive surgery and heated intraperitoneal chemotherapy for patients with recurrent peritoneal carcinomatosis from appendiceal and colorectal cancers: a multicentre Canadian study","year":2020,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Intraperitoneal and Appendiceal Malignancies","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Foothills Medical Centre; Université de Montréal; Hôpital Maisonneuve-Rosemont; University of Calgary","funders":"Université de Montréal","keywords":"Medicine; Peritoneal carcinomatosis; Cytoreductive surgery; Intraperitoneal chemotherapy; Hyperthermic intraperitoneal chemotherapy; Colorectal cancer; Chemotherapy; General surgery; Surgery; Oncology; Internal medicine; Cancer; Ovarian cancer","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006875357,0.0002522325,0.0008656378,0.0003688426,0.000178758,0.0000462879,0.00006233971,0.0001021902,0.00008507387],"category_scores_gemma":[0.0003253382,0.0002142759,0.0001257922,0.0002595499,0.0002310023,0.0001901844,0.000006605818,0.0002109669,2.634592e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000601033,"about_ca_system_score_gemma":0.006149471,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2310324,"about_ca_topic_score_gemma":0.2650471,"domain_scores_codex":[0.997911,0.0001601781,0.0006391982,0.0003119805,0.0005343457,0.0004433118],"domain_scores_gemma":[0.9965938,0.0002884031,0.0003623199,0.00009840926,0.001130428,0.001526639],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002044087,0.0001059593,0.9708085,0.0001052047,0.0005869197,0.0001409908,0.008306801,0.000004913814,0.0003439294,0.000001378814,0.0005997675,0.01695152],"study_design_scores_gemma":[0.003342297,0.001358556,0.9838448,0.0004769204,0.000861651,0.00008941149,0.008032512,0.0003703688,0.00103182,0.000005856186,0.0003133767,0.0002724336],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953271,0.001478676,0.000001247153,0.001312078,0.0003624622,0.001051278,0.0004468166,0.0000056305,0.00001476504],"genre_scores_gemma":[0.9991302,0.00007055971,0.00009544219,0.0002405967,0.0003130675,0.00002448018,0.00008989392,0.00003476391,9.680101e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03401471,"threshold_uncertainty_score":0.9994847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03767226640155028,"score_gpt":0.2502633434785447,"score_spread":0.2125910770769945,"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."}}