{"id":"W4372292253","doi":"10.1515/pp-2022-0197","title":"The role of cytology in patients undergoing pressurized intraperitoneal aerosol chemotherapy (PIPAC) treatment for peritoneal carcinomatosis","year":2023,"lang":"en","type":"article","venue":"Pleura and Peritoneum","topic":"Intraperitoneal and Appendiceal Malignancies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Cytology; Ascites; Chemotherapy; Peritoneal carcinomatosis; Gastroenterology; Retrospective cohort study; Cohort; Surgery; Internal medicine; Cancer; 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":[0.0006694752,0.0001595322,0.0002289372,0.0004334106,0.0002922283,0.000729293,0.0002863054,0.0003624565,0.001558048],"category_scores_gemma":[0.003903223,0.0001486581,0.0002440419,0.0005876542,0.0002842891,0.0006247215,0.0003282733,0.0004206763,0.0002290987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002735685,"about_ca_system_score_gemma":0.0002992267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008441081,"about_ca_topic_score_gemma":0.001177428,"domain_scores_codex":[0.9995592,0.0001164068,0.00006219687,0.00009934218,0.00008884667,0.00007391065],"domain_scores_gemma":[0.9975546,0.0005862279,0.001326244,0.00008986114,0.0001828617,0.000260127],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001176949,0.00001100405,0.9983683,0.000005548545,0.00001013048,0.00007394194,0.00001505371,0.00001995809,0.0001249713,0.000004720845,0.00003023787,0.001218518],"study_design_scores_gemma":[0.0000077852,0.0002016334,0.9983482,0.00000965528,0.00002412146,0.0007712042,0.0001162978,0.0002049888,0.0001372555,0.00001340302,0.0001624091,0.00000307879],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989334,0.0004746473,0.00005743638,0.00004562375,0.000005842046,0.000005845262,0.0001076629,0.000002590161,0.0003670119],"genre_scores_gemma":[0.9997192,0.00008949303,0.00002949476,0.00001103223,0.000007355809,0.00000245976,0.00009950497,8.770895e-7,0.0000404864],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001558048,"threshold_uncertainty_score":0.005212128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01283125557341915,"score_gpt":0.2558908334947479,"score_spread":0.2430595779213288,"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."}}