{"id":"W4307904626","doi":"10.1016/j.diii.2022.10.007","title":"Predicting histopathology markers of endometrial carcinoma with a quantitative image analysis approach based on spherical harmonics in multiparametric MRI","year":2022,"lang":"en","type":"article","venue":"Diagnostic and Interventional Imaging","topic":"Endometrial and Cervical Cancer Treatments","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; University of Toronto; McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; Fonds de Recherche du Québec - Santé; Fondation de l'Association des radiologistes du Québec","keywords":"Medicine; Histopathology; Radiology; Pathology; Carcinoma; Spherical harmonics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001874356,0.0005160204,0.0003222743,0.001836285,0.0001110166,0.0007640161,0.0003425464,0.0002511985,0.0004641137],"category_scores_gemma":[0.006067343,0.0001981721,0.0004778785,0.0005967094,0.0004066406,0.0006333502,0.0003979601,0.0003485489,0.0002460566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004192381,"about_ca_system_score_gemma":0.0004846294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008985063,"about_ca_topic_score_gemma":0.001427401,"domain_scores_codex":[0.9995408,0.000182349,0.00003939566,0.00007154713,0.0001445523,0.00002132551],"domain_scores_gemma":[0.9985404,0.0005587458,0.0004368192,0.0001559258,0.0002505762,0.00005748457],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001304031,0.0002698789,0.4786895,0.0004134097,0.0004441,0.0003245135,0.0002801761,0.04636125,0.09593191,0.001672095,0.001101609,0.3732074],"study_design_scores_gemma":[0.00007883536,0.001129604,0.393614,0.0001074562,0.0003092136,0.001811068,0.0003301294,0.5492182,0.04656697,0.004577047,0.002124604,0.000132822],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7701533,0.001588325,0.2258496,0.0004054617,0.00003369087,0.0001883892,0.0003858566,0.0003289047,0.00106647],"genre_scores_gemma":[0.9383212,0.0003642998,0.06069721,0.00003610498,0.00002814474,0.0000448991,0.0002350085,0.00002470573,0.0002483804],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001874356,"threshold_uncertainty_score":0.00991267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02162515850436222,"score_gpt":0.2935671529341382,"score_spread":0.271941994429776,"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."}}