{"id":"W2071005971","doi":"10.1002/cncr.21708","title":"Cytoreductive surgery followed by intraperitoneal hyperthermic perfusion","year":2006,"lang":"en","type":"article","venue":"Cancer","topic":"Intraperitoneal and Appendiceal Malignancies","field":"Medicine","cited_by":253,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Associazione Italiana per la Ricerca sul Cancro","keywords":"Medicine; Surgery; Pseudomyxoma peritonei; Cancer; Prospective cohort study; Mesothelioma; Ovarian cancer; Hyperthermic intraperitoneal chemotherapy; Gastroenterology; Internal medicine; Cytoreductive surgery; Appendix; 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":[0.0000696529,0.0001792809,0.0003373899,0.0000566561,0.0001178707,0.00001809268,0.00005584507,0.0001057429,0.000947319],"category_scores_gemma":[0.00001165253,0.0001436303,0.0001469059,0.0001725964,0.0001403902,0.00008147067,0.00001860222,0.0001472413,0.00006101677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001304221,"about_ca_system_score_gemma":0.000158544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001232859,"about_ca_topic_score_gemma":0.0000347772,"domain_scores_codex":[0.9988983,0.00002182338,0.0002252292,0.0002808085,0.0002253242,0.0003484592],"domain_scores_gemma":[0.9995722,0.00004344044,0.00005902527,0.0001525265,0.00007602733,0.00009676698],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002665553,0.0001629462,0.01641336,0.00005498853,0.00002750847,0.0000829449,0.0001248852,0.000003037697,0.8219107,0.0002100935,0.1484506,0.0122924],"study_design_scores_gemma":[0.001687931,0.0002585655,0.07215155,0.0004633037,0.0002207167,0.0003017855,0.0004484974,0.0001213252,0.5983956,0.0002557142,0.3249286,0.0007663578],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988764,0.004032144,0.00001114939,0.002062255,0.0006737923,0.0002064929,0.00004606028,0.00009831978,0.004105752],"genre_scores_gemma":[0.9928911,0.000275576,0.00006691291,0.0008335749,0.001146701,0.00007611627,0.00007819474,0.00003352045,0.00459831],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.223515,"threshold_uncertainty_score":0.999966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00860533501338443,"score_gpt":0.2429041127499784,"score_spread":0.234298777736594,"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."}}