{"id":"W2054018780","doi":"10.1016/j.jmig.2014.11.008","title":"Minimally Invasive Secondary Cytoreduction Plus HIPEC Versus Open Surgery Plus HIPEC in Isolated Relapse From Ovarian Cancer: A Retrospective Cohort Study on Perioperative Outcomes","year":2014,"lang":"en","type":"article","venue":"Journal of Minimally Invasive Gynecology","topic":"Intraperitoneal and Appendiceal Malignancies","field":"Medicine","cited_by":64,"is_retracted":false,"has_abstract":false,"ca_institutions":"Surgical Specialties (Canada)","funders":"","keywords":"Medicine; Hyperthermic intraperitoneal chemotherapy; Perioperative; Surgery; Retrospective cohort study; Ovarian cancer; Cohort; Laparotomy; Cancer; Cytoreductive surgery; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001459706,0.0007076557,0.003134424,0.0007666709,0.0003010948,0.0001408327,0.0006893675,0.0005124136,0.001322643],"category_scores_gemma":[0.005970589,0.0005871764,0.0004507969,0.0005442425,0.0003976268,0.0006437493,0.0003112128,0.001710063,0.0000592914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002762466,"about_ca_system_score_gemma":0.005476827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002760193,"about_ca_topic_score_gemma":0.01640899,"domain_scores_codex":[0.9944094,0.001027708,0.002026899,0.0009386226,0.0007879667,0.0008094321],"domain_scores_gemma":[0.9913793,0.004778852,0.001679936,0.0005129824,0.001226541,0.0004224324],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03405293,0.002156713,0.9074261,0.00008531641,0.003274868,0.005573805,0.01511933,0.0001270856,0.02758241,0.0002592693,0.003397101,0.000945128],"study_design_scores_gemma":[0.01876069,0.01513366,0.9472807,0.0004717547,0.000667659,0.0002568701,0.01293448,0.00004054714,0.003311845,0.0001260717,0.0004590764,0.0005566563],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9868078,0.0002151971,0.000004794999,0.003864922,0.003505961,0.002183035,0.0001048952,0.00003310953,0.003280337],"genre_scores_gemma":[0.9959332,0.0003049263,0.0003813487,0.001728019,0.0007763004,0.0002211348,0.00005815064,0.00008401001,0.0005129297],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03985465,"threshold_uncertainty_score":0.999658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02771615192817157,"score_gpt":0.2954616389337213,"score_spread":0.2677454870055498,"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."}}