{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001298007,0.001188619,0.004880461,0.0002670154,0.0001444698,0.00002335028,0.0003332553,0.0005186841,0.000492023],"category_scores_gemma":[0.00002334967,0.0006546858,0.00105042,0.0003990643,0.001164115,0.00008895808,0.00006979249,0.0004942088,0.0001290552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001361577,"about_ca_system_score_gemma":0.002163283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002420556,"about_ca_topic_score_gemma":0.00001053544,"domain_scores_codex":[0.9960673,0.0002881287,0.00115631,0.001081025,0.0004923245,0.0009148661],"domain_scores_gemma":[0.9974623,0.000301276,0.0008348553,0.0007107022,0.000352054,0.0003387554],"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":[0.0005234714,0.002949238,0.0001063641,0.01121104,0.0006508405,0.0001404845,0.001656546,1.05949e-7,0.0001221682,0.0005133094,0.0001986404,0.9819278],"study_design_scores_gemma":[0.002671691,0.006404853,0.00006285314,0.01611211,0.001604958,0.001359166,0.0005345232,0.000002429102,0.0001354907,0.00001091725,0.9704253,0.0006756884],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01053696,0.9842143,0.00001573409,0.0003290155,0.00135863,0.002220177,0.0003060815,0.0001288845,0.0008902086],"genre_scores_gemma":[0.001224064,0.9960856,0.0002508986,0.00001193565,0.001394083,0.000309166,0.0001504334,0.0001566852,0.0004171614],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9812521,"threshold_uncertainty_score":0.9995905,"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."}}