{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001469464,0.0002734726,0.0005855407,0.0001212155,0.0003267624,0.00004106014,0.0001163601,0.0001471743,0.0000181684],"category_scores_gemma":[0.00006069618,0.0001902348,0.0001538943,0.0002487933,0.0002705897,0.0000792772,0.00004703592,0.0001175838,0.000003983982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000560825,"about_ca_system_score_gemma":0.00009412145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003464598,"about_ca_topic_score_gemma":0.0001988171,"domain_scores_codex":[0.9983177,0.00005930967,0.0004680457,0.0003698147,0.0002123749,0.0005727526],"domain_scores_gemma":[0.9990637,0.0003369924,0.0001128756,0.000249687,0.0001128387,0.0001239611],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007516404,0.0011337,0.7601043,0.0007765141,0.0004460609,0.0000407877,0.008409831,0.00001140371,0.1602907,0.003545885,0.0003329388,0.05739144],"study_design_scores_gemma":[0.01856681,0.007591321,0.7090272,0.0002777888,0.0002493047,0.00008583313,0.006668068,0.003445019,0.2071881,0.0006220235,0.04548651,0.0007920532],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953517,0.0007586635,9.846228e-7,0.00210557,0.0002451652,0.001036266,0.0000790211,0.00007286076,0.0003497354],"genre_scores_gemma":[0.9979358,0.001064434,0.0001226517,0.00009557061,0.0001541609,0.0002931075,0.00008273868,0.00004089493,0.0002106781],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05659939,"threshold_uncertainty_score":0.7757552,"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."}}