{"id":"W2437327185","doi":"10.3747/co.23.2831","title":"Treatment of Peritoneal Surface Malignancies with Hyperthermic Intraperitoneal Chemotherapy—Current Perspectives","year":2016,"lang":"en","type":"review","venue":"Current Oncology","topic":"Intraperitoneal and Appendiceal Malignancies","field":"Medicine","cited_by":74,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Pseudomyxoma peritonei; Hyperthermic intraperitoneal chemotherapy; Peritoneal mesothelioma; Cytoreductive surgery; Peritoneal carcinomatosis; Disease; Ovarian cancer; Intraperitoneal chemotherapy; Cancer; Oncology; Perioperative; Colorectal cancer; Mesothelioma; Malignancy; General surgery; Internal medicine; Intensive care medicine; Appendix; Surgery; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006701672,0.0004611372,0.000715136,0.0006137149,0.0001654397,0.0007962411,0.0005529378,0.0006802081,0.00269248],"category_scores_gemma":[0.0006163683,0.0001173723,0.0005163146,0.0006264178,0.0004637029,0.00110427,0.0003814937,0.001431181,0.0007461708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003362112,"about_ca_system_score_gemma":0.0005694119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003240405,"about_ca_topic_score_gemma":0.000867468,"domain_scores_codex":[0.9998176,0.00006370153,0.00002321998,0.00003013027,0.00004472948,0.00002067315],"domain_scores_gemma":[0.999649,0.0001809498,0.00005734339,0.00001561718,0.000067562,0.00002945801],"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":[0.0002824955,0.0002074443,0.0004932794,0.01079482,0.0001183673,0.0003923911,0.00006210184,0.0007078334,0.002922011,0.003817783,0.01621851,0.9639829],"study_design_scores_gemma":[0.0002070562,0.001859234,0.004288487,0.006221589,0.0004566479,0.005184867,0.0001989346,0.0007947836,0.002658763,0.007248578,0.9708301,0.00005096309],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007558618,0.9957079,0.0004701755,0.001126366,0.0003433019,0.000009697306,0.00001814481,0.00001187615,0.001556709],"genre_scores_gemma":[0.005935577,0.9917014,0.0005079856,0.0006539513,0.0007711785,0.00001861852,0.00004223264,0.000003115981,0.0003659751],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00269248,"threshold_uncertainty_score":0.009007275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.100698778690091,"score_gpt":0.4133350047123916,"score_spread":0.3126362260223006,"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."}}