{"id":"W3197636785","doi":"10.1093/bjs/znab200","title":"Prognosis of poorly cohesive gastric cancer after complete cytoreductive surgery with or without hyperthermic intraperitoneal chemotherapy (CYTO-CHIP study)","year":2021,"lang":"en","type":"article","venue":"British journal of surgery","topic":"Intraperitoneal and Appendiceal Malignancies","field":"Medicine","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Medicine; Hyperthermic intraperitoneal chemotherapy; Cytoreductive surgery; Hazard ratio; Conventional PCI; Incidence (geometry); Cancer; Chemotherapy; Surgery; Internal medicine; Gastroenterology; Confidence interval; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005456959,0.000326167,0.001834542,0.0002919181,0.0001104457,0.00007991138,0.0001140314,0.000107501,0.0007372878],"category_scores_gemma":[0.0001376125,0.000264525,0.0004645492,0.0007663101,0.0003401667,0.0002899289,0.0000303028,0.0004753223,0.000002615274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001149647,"about_ca_system_score_gemma":0.001674259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005603379,"about_ca_topic_score_gemma":0.0002165205,"domain_scores_codex":[0.9969503,0.0001953962,0.001148378,0.000357341,0.0008301511,0.0005184686],"domain_scores_gemma":[0.9969968,0.0004537057,0.0007670533,0.000181111,0.001317424,0.000283866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008326745,0.002142041,0.8974341,0.000386546,0.001360863,0.02422609,0.0008708602,0.000003275946,0.01668468,9.051449e-7,0.001387429,0.04717653],"study_design_scores_gemma":[0.00211247,0.0009102342,0.9201441,0.004679998,0.0005499246,0.04737817,0.003590042,0.000005359618,0.01962192,0.000007641549,0.0005963203,0.0004037653],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930637,0.005265141,0.00001144434,0.0006701219,0.0004256278,0.0004105572,0.00008461574,0.00002203183,0.00004679487],"genre_scores_gemma":[0.9952568,0.002570453,0.000476819,0.0006216611,0.0007715828,0.00006385856,0.00001070112,0.00007753164,0.0001506371],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04677276,"threshold_uncertainty_score":0.9999807,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03817148958920349,"score_gpt":0.2688584439090645,"score_spread":0.2306869543198611,"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."}}