{"id":"W2087598736","doi":"10.1309/2h0n-vrer-pp2l-jdua","title":"Malignant Peritoneal Mesothelioma in Women: A Study of 75 Cases With Emphasis on Their Morphologic Spectrum and Differential Diagnosis","year":2005,"lang":"en","type":"article","venue":"American Journal of Clinical Pathology","topic":"Occupational and environmental lung diseases","field":"Medicine","cited_by":113,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Pathology; Mesothelioma; Eosinophilic; Nuclear atypia; Differential diagnosis; Atypia; Medicine; Histiocyte; Mesothelium; Stroma; Columnar Cell; Immunohistochemistry; Mesothelial Cell; Cuboidal Cell; Epithelium","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":[0.0003184116,0.0001462877,0.0008884964,0.0001585351,0.00002324876,0.000003717695,0.00008063766,0.00004213805,0.0001436864],"category_scores_gemma":[0.0001634578,0.00008561277,0.0001064305,0.0001289332,0.0006303383,0.00003824158,0.00003708153,0.0002372726,0.000002683049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000042098,"about_ca_system_score_gemma":0.00003877368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003241617,"about_ca_topic_score_gemma":0.00003324136,"domain_scores_codex":[0.998233,0.0003138593,0.0008195893,0.0002142205,0.000225822,0.0001934832],"domain_scores_gemma":[0.9984525,0.0006570823,0.0005251162,0.0001447877,0.00002294303,0.0001975077],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008883157,0.006646326,0.9207153,0.000006155109,0.0001111391,0.002274139,0.0005530122,0.00002758398,0.0001776058,0.000003835382,0.00002229296,0.06057942],"study_design_scores_gemma":[0.00366582,0.0490418,0.9426831,0.00006032509,0.00009663434,0.001318087,0.002845518,0.000007623345,0.0001194224,0.00002164999,0.00005866174,0.00008136435],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984877,0.0001332097,0.000004951304,0.00112406,0.00004962955,0.0001533365,0.00002156181,0.00000407153,0.00002146235],"genre_scores_gemma":[0.9983206,0.0004134274,0.0001934047,0.000848178,0.0001887748,0.00001435857,0.000001524518,0.00001251292,0.000007257828],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06049805,"threshold_uncertainty_score":0.3491188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02922745562824044,"score_gpt":0.3421846405500725,"score_spread":0.3129571849218321,"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."}}