{"id":"W1972576634","doi":"10.1016/j.ejso.2014.03.001","title":"Cytoreductive surgery plus perioperative intraperitoneal chemotherapy in pseudomyxoma peritonei: Aspects of the learning curve","year":2014,"lang":"en","type":"article","venue":"European Journal of Surgical Oncology","topic":"Intraperitoneal and Appendiceal Malignancies","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Ryerson University","keywords":"Medicine; Perioperative; CUSUM; Pseudomyxoma peritonei; Intraperitoneal chemotherapy; Surgery; Chemotherapy; Hyperthermic intraperitoneal chemotherapy; Adverse effect; Appendix; Cytoreductive surgery; Internal medicine; Cancer; Ovarian cancer","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.001396598,0.0005026332,0.0005003397,0.0005585481,0.0006207426,0.001151287,0.0007056927,0.00103599,0.001509674],"category_scores_gemma":[0.004305284,0.000208296,0.0006603194,0.0002883325,0.0005423729,0.001913996,0.001097427,0.002513385,0.0005774983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005786182,"about_ca_system_score_gemma":0.0007002965,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003406417,"about_ca_topic_score_gemma":0.0009654605,"domain_scores_codex":[0.9996094,0.0001066465,0.00006303049,0.00005213018,0.00008931951,0.00007939069],"domain_scores_gemma":[0.9982154,0.0008832281,0.0001881495,0.00009650945,0.0001133236,0.0005034133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.005349044,0.002495624,0.1700913,0.0005713711,0.0002505935,0.04997884,0.001178777,0.006934596,0.005069751,0.004834088,0.0121015,0.7411445],"study_design_scores_gemma":[0.002120388,0.01646444,0.3622696,0.0009149778,0.0005075784,0.4975036,0.002338707,0.03718202,0.009444468,0.0292984,0.0416593,0.0002965146],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.92917,0.02267832,0.01090898,0.01177194,0.001167422,0.0001374994,0.0001174782,0.0002034885,0.02384471],"genre_scores_gemma":[0.9779695,0.007877879,0.008702106,0.001324286,0.002502106,0.00008189401,0.000226278,0.00004191194,0.00127402],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001509674,"threshold_uncertainty_score":0.007385969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01874072037420177,"score_gpt":0.2771927390200928,"score_spread":0.2584520186458911,"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."}}