{"id":"W1986415314","doi":"10.1002/cam4.80","title":"A contemporary analysis of morbidity and outcomes in cytoreduction/hyperthermic intraperitoneal chemoperfusion","year":2013,"lang":"en","type":"article","venue":"Cancer Medicine","topic":"Intraperitoneal and Appendiceal Malignancies","field":"Medicine","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Mount Sinai Hospital","funders":"National Cancer Institute","keywords":"Medicine; Hyperthermic intraperitoneal chemotherapy; Peritoneal mesothelioma; Surgery; Adenocarcinoma; Colorectal cancer; Mesothelioma; Incidence (geometry); Mortality rate; General surgery; Cancer; Internal medicine; Cytoreductive surgery; 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":[0.0007613443,0.0001312993,0.0002546398,0.0007463728,0.0002345369,0.00054019,0.0001723841,0.0002269706,0.0006108068],"category_scores_gemma":[0.002483814,0.000107117,0.0004855653,0.001399696,0.0004094637,0.0003543152,0.0004458969,0.0003064747,0.0001115863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004271275,"about_ca_system_score_gemma":0.0002993637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001075747,"about_ca_topic_score_gemma":0.001286892,"domain_scores_codex":[0.9995022,0.0001232096,0.00006942945,0.0001012007,0.0001343756,0.00006949285],"domain_scores_gemma":[0.9977303,0.0005918714,0.00115076,0.0001733708,0.0001726895,0.0001810098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000213753,0.00001771501,0.9900919,0.00002717015,0.0001140492,0.0001114064,0.00004785265,0.0001579924,0.0002837939,0.00005179066,0.0001373223,0.008745286],"study_design_scores_gemma":[0.000003645914,0.00009939638,0.9986312,0.000006787634,0.00004491393,0.0005664899,0.00007191579,0.0001538979,0.0001171701,0.00003488968,0.0002671728,0.000002587459],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972026,0.001518544,0.0003748582,0.00006159789,0.000006353925,0.000006382676,0.0002726794,0.000005925719,0.0005511394],"genre_scores_gemma":[0.9988335,0.0004800915,0.0001069348,0.00002430931,0.00002415494,0.00000619076,0.000484654,0.000002434048,0.00003772084],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001075747,"threshold_uncertainty_score":0.004026413,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02792386149435039,"score_gpt":0.3062764679924629,"score_spread":0.2783526064981126,"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."}}