{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006357024,0.0004145569,0.0004329844,0.0001846976,0.0001817228,0.0002237615,0.0002088887,0.0002507683,0.001057941],"category_scores_gemma":[0.0009908953,0.0001249212,0.0004585406,0.0001476165,0.000502873,0.0002214284,0.0002107448,0.000566537,0.000130855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002239897,"about_ca_system_score_gemma":0.0005424237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002717279,"about_ca_topic_score_gemma":0.0004511026,"domain_scores_codex":[0.9996624,0.0001576218,0.00001633145,0.00005376187,0.00005355559,0.00005633932],"domain_scores_gemma":[0.9995018,0.0001745056,0.0001357967,0.00003807762,0.00001937766,0.000130368],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.2262771,0.03136612,0.4645296,0.0007512708,0.001515893,0.001226832,0.0002813111,0.003502713,0.04291002,0.0002944114,0.001240263,0.2261044],"study_design_scores_gemma":[0.02570353,0.7664649,0.18706,0.00009370276,0.0005162487,0.002885215,0.0001243742,0.001834812,0.0126023,0.0001267533,0.002572994,0.00001515611],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986569,0.0006190888,0.0002281094,0.0000305768,0.00002216516,0.0001215616,0.00003073796,0.000007410597,0.000283516],"genre_scores_gemma":[0.998659,0.0003654885,0.0003548395,0.00009323529,0.00005937659,0.000153609,0.0001646808,0.000001777284,0.0001480306],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001057941,"threshold_uncertainty_score":0.003539205,"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."}}