{"id":"W4323295240","doi":"10.1097/pas.0000000000002033","title":"Mesothelioma In Situ Mimicking Well-differentiated Papillary Mesothelial Tumor","year":2023,"lang":"en","type":"article","venue":"The American Journal of Surgical Pathology","topic":"Occupational and environmental lung diseases","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Medicine; Mesothelioma; Peritoneal mesothelioma; Pathology; Mesothelial Cell; Malignancy; Pleural disease; Ascites; Respiratory disease; Lung; Surgery; Internal 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":[],"consensus_categories":[],"category_scores_codex":[0.000400118,0.0001266072,0.0004656123,0.0002249934,0.0000476887,0.000006354203,0.0001475898,0.00002520925,0.0001882257],"category_scores_gemma":[0.00004323775,0.00007454927,0.0001866625,0.0004814323,0.0004694978,0.00003912136,0.00006339329,0.0002632968,0.0001587359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005503209,"about_ca_system_score_gemma":0.00004613235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001086795,"about_ca_topic_score_gemma":0.000001711298,"domain_scores_codex":[0.9986389,0.0002499301,0.0004225188,0.0001331809,0.0002966867,0.000258755],"domain_scores_gemma":[0.9991269,0.0002782058,0.0002943622,0.0001406615,0.00002876666,0.0001310923],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01126884,0.000975071,0.7713456,0.00005329177,0.0002791469,0.04601606,0.0007334245,0.0003932296,0.1414132,0.0002362025,0.002029841,0.02525607],"study_design_scores_gemma":[0.001726876,0.000914294,0.987825,0.00007440037,0.00008811559,0.00500325,0.0004907674,0.0000686849,0.001001338,0.0003816257,0.00232111,0.000104487],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956361,0.0002417759,0.000005510459,0.003202171,0.0001155299,0.00008003832,0.000007618698,0.00002175215,0.0006895148],"genre_scores_gemma":[0.998268,0.0004930231,0.00005820225,0.0007906179,0.0002127425,0.00000285902,0.00001027008,0.00001788318,0.0001464217],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2164794,"threshold_uncertainty_score":0.3040031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01220062558048292,"score_gpt":0.2708746673083064,"score_spread":0.2586740417278235,"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."}}