{"id":"W4407613965","doi":"10.1002/dc.25449","title":"Cytologic Histotyping of Gynecologic Malignancies in Peritoneal Fluids Is Reliable When Compared to Its Corresponding Surgical Specimen","year":2025,"lang":"en","type":"article","venue":"Diagnostic Cytopathology","topic":"Intraperitoneal and Appendiceal Malignancies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; University of Toronto","funders":"","keywords":"Subtyping; Medicine; Concordance; Immunophenotyping; Cytology; Biopsy; Peritoneal fluid; Radiology; Pathology; Internal medicine; Antigen","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"],"consensus_categories":[],"category_scores_codex":[0.0005140795,0.0003137068,0.00114145,0.0005839366,0.0001186584,0.00001622446,0.0002825175,0.0002909536,0.0009013358],"category_scores_gemma":[0.001636154,0.0002852754,0.0001490439,0.0006585172,0.0002666066,0.00006525025,0.0002410958,0.0003418344,0.0001438744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000252042,"about_ca_system_score_gemma":0.0002278247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001152001,"about_ca_topic_score_gemma":0.00004542949,"domain_scores_codex":[0.9974805,0.0001251306,0.0008266427,0.0006138423,0.0002269159,0.0007269291],"domain_scores_gemma":[0.9977364,0.001441961,0.0001234382,0.0003681631,0.0001831926,0.0001468578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003465712,0.001372551,0.7177107,0.001166282,0.00008803538,0.01479288,0.00649691,0.0001571664,0.1988834,0.0350631,0.01830563,0.002497592],"study_design_scores_gemma":[0.00630454,0.002364674,0.7934179,0.002481815,0.0002727016,0.001809729,0.002349486,0.0005456387,0.1269394,0.002106573,0.06055095,0.0008565661],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9840725,0.0022865,0.00007925362,0.003580375,0.001077469,0.0008385744,0.00004133729,0.00008486996,0.007939088],"genre_scores_gemma":[0.9930425,0.0002300905,0.0009923588,0.002089425,0.0000931643,0.0001490075,0.00003403584,0.00001950606,0.003349972],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07570715,"threshold_uncertainty_score":0.9999599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01888797656764151,"score_gpt":0.2920455650464742,"score_spread":0.2731575884788327,"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."}}