{"id":"W4220951488","doi":"10.1097/pas.0000000000001895","title":"Outcome-based Validation of Confluent/Expansile Versus Infiltrative Pattern Assessment and Growth-based Grading in Ovarian Mucinous Carcinoma","year":2022,"lang":"en","type":"article","venue":"The American Journal of Surgical Pathology","topic":"Ovarian cancer diagnosis and treatment","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Grading (engineering); Medicine; Cohort; Cohort study; Ovarian cancer; Retrospective cohort study; Carcinoma; Ovarian carcinoma; Pathology; Oncology; Cancer; Gynecology; Internal medicine; Radiology; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004631123,0.000396183,0.0003718664,0.001738801,0.000480021,0.001070931,0.0006145411,0.00051612,0.0006286372],"category_scores_gemma":[0.01484593,0.0001526738,0.0004007854,0.001027588,0.0007067766,0.0006195617,0.001546574,0.0003919342,0.0004124217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006792904,"about_ca_system_score_gemma":0.0006765733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003948284,"about_ca_topic_score_gemma":0.006983857,"domain_scores_codex":[0.9980969,0.0006094273,0.0002409464,0.0003775503,0.0004774685,0.0001977628],"domain_scores_gemma":[0.9919937,0.001430792,0.001726538,0.001530992,0.002608036,0.0007100111],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003142435,0.00006455121,0.9907823,0.00003163971,0.00003951981,0.0001303638,0.0003424992,0.0003450634,0.002099422,0.00007729918,0.0002736102,0.005499418],"study_design_scores_gemma":[0.00002041935,0.0002929699,0.9932643,0.00001889509,0.00006495294,0.0005130188,0.0003797392,0.001822707,0.002218286,0.0001480306,0.001242672,0.00001392025],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967048,0.000152326,0.001114981,0.00003918985,0.00002488824,0.0001014873,0.0007143171,0.00002382256,0.001124185],"genre_scores_gemma":[0.996636,0.00007363822,0.001103899,0.00003693275,0.00001926018,0.00009685849,0.001842557,0.00001912254,0.0001717797],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004631123,"threshold_uncertainty_score":0.02449197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03642325858478961,"score_gpt":0.3319882182881727,"score_spread":0.2955649597033831,"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."}}