{"id":"W1807293936","doi":"10.1002/jso.23446","title":"Cytoreduction and heated intraperitoneal chemotherapy for colorectal cancer: Are we excluding patients who may benefit?","year":2014,"lang":"en","type":"article","venue":"Journal of Surgical Oncology","topic":"Intraperitoneal and Appendiceal Malignancies","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Hyperthermic intraperitoneal chemotherapy; Conventional PCI; Colorectal cancer; Proportional hazards model; Internal medicine; Oncology; Lymph node; Surgery; Chemotherapy; Hazard ratio; Survival analysis; Pseudomyxoma peritonei; Prospective cohort study; Cancer; Cytoreductive surgery; Confidence interval; Appendix; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002973396,0.0001582799,0.0007366176,0.0001095251,0.0001152244,0.00001651744,0.00006391459,0.0002160158,0.0000859319],"category_scores_gemma":[0.00002853385,0.0001146512,0.0001518973,0.0001103806,0.0001667384,0.00009905293,0.00001794962,0.0002761371,9.874399e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001949764,"about_ca_system_score_gemma":0.0000885732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001971443,"about_ca_topic_score_gemma":0.000009195135,"domain_scores_codex":[0.9987681,0.00005266577,0.0005163671,0.0001676439,0.000208221,0.00028701],"domain_scores_gemma":[0.9987616,0.0002098171,0.0004053213,0.00004849846,0.0003501992,0.0002245759],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.02795179,0.00217788,0.1400404,0.0005955106,0.0006960006,0.0003642058,0.001653156,0.0000638418,0.05558077,0.002548419,0.009442803,0.7588852],"study_design_scores_gemma":[0.01624744,0.01354025,0.1034179,0.0006518087,0.0002375519,0.001694622,0.0004294598,0.0004225401,0.02484691,0.0004754961,0.8377318,0.0003042053],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.978539,0.0005385166,0.00003094663,0.01940056,0.0008052872,0.0002498783,0.00001130788,0.00001337813,0.000411075],"genre_scores_gemma":[0.992614,0.004562814,0.0005283203,0.0004664724,0.001667029,0.0000164003,0.00000558363,0.00002060254,0.0001188138],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.828289,"threshold_uncertainty_score":0.4675341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02214105035036282,"score_gpt":0.3165806574324582,"score_spread":0.2944396070820954,"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."}}