{"id":"W4378375074","doi":"10.1007/978-3-319-28845-1_5672-1","title":"WHO Classification of Tumors of the Peritoneum, Pathology of the Peritoneum","year":2022,"lang":"en","type":"book-chapter","venue":"Encyclopedia of pathology","topic":"Intraperitoneal and Appendiceal Malignancies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Sunnybrook Health Science Centre; Health Sciences Centre","funders":"","keywords":"Peritoneum; Pathology; 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":[0.0004114573,0.0003879807,0.001447466,0.0001916557,0.000106479,0.000001456482,0.0007021732,0.0005056147,0.001048467],"category_scores_gemma":[0.0001945434,0.0002530102,0.0006433587,0.0001504681,0.002143878,0.00003610012,0.0004696616,0.0008514438,0.000004706982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005360078,"about_ca_system_score_gemma":0.000463894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006060345,"about_ca_topic_score_gemma":0.00002771083,"domain_scores_codex":[0.9970113,0.0002298941,0.001363917,0.0004726,0.0006138906,0.0003083889],"domain_scores_gemma":[0.9965395,0.0001667356,0.001759526,0.001177848,0.0002987288,0.00005764823],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0007148493,0.0007687635,0.01976389,0.003595665,0.000315583,0.0006024245,0.008989472,0.00001464483,0.4884407,0.4679869,0.003158891,0.005648158],"study_design_scores_gemma":[0.00276629,0.005006106,0.5096931,0.002939303,0.002279924,0.005066038,0.002897484,0.00003324233,0.05988882,0.01339791,0.3947166,0.001315243],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6022514,0.001426189,0.000002979313,0.001473482,0.001644465,0.0009175091,0.000527842,0.00001797504,0.3917382],"genre_scores_gemma":[0.8982879,0.002151504,0.0001722428,0.0002154317,0.0003165403,0.00006370115,0.00007181388,0.00009742287,0.09862344],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4899292,"threshold_uncertainty_score":0.9999922,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01456248250967124,"score_gpt":0.2388004244304748,"score_spread":0.2242379419208035,"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."}}