{"id":"W4280493681","doi":"10.1002/uog.24936","title":"Diagnostic accuracy of transvaginal ultrasound for detection of endometriosis using International Deep Endometriosis Analysis (<scp>IDEA</scp>) approach: prospective international pilot study","year":2022,"lang":"en","type":"article","venue":"Ultrasound in Obstetrics and Gynecology","topic":"Endometriosis Research and Treatment","field":"Medicine","cited_by":72,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"KU Leuven","keywords":"Endometriosis; Medicine; Gold standard (test); Diagnostic accuracy; Radiology; Prospective cohort study; Laparoscopy; Positive predicative value; Ultrasound; Surgery; Gynecology; Predictive value; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005827229,0.0005063564,0.0003644229,0.001378701,0.0002644236,0.000698101,0.0005616067,0.0007291979,0.0006518175],"category_scores_gemma":[0.01610918,0.0004194929,0.000447919,0.0005020457,0.0004975862,0.0005654212,0.0006751566,0.0003879979,0.0003026475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002541683,"about_ca_system_score_gemma":0.0003172586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000810168,"about_ca_topic_score_gemma":0.0009674408,"domain_scores_codex":[0.9966164,0.001666744,0.0003449119,0.0006442823,0.0005752692,0.0001523858],"domain_scores_gemma":[0.990686,0.003896274,0.002568515,0.0008769606,0.001464783,0.0005074372],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007441888,0.0001649041,0.9933014,0.0000276397,0.00008165523,0.00004503753,0.0001395464,0.0001114451,0.0006444005,0.00001494572,0.00006158895,0.00466343],"study_design_scores_gemma":[0.000232448,0.002955907,0.9901812,0.00003708072,0.0002137188,0.001640289,0.0003744265,0.002998386,0.0009061131,0.00005395188,0.0003820571,0.00002450201],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986302,0.0003120155,0.0005131761,0.0000216217,0.000009060615,0.0000636388,0.00009163096,0.000006437198,0.0003523595],"genre_scores_gemma":[0.9983763,0.0000792477,0.001275157,0.00002090225,0.00001079654,0.00002861192,0.0001699502,0.000001901918,0.00003710116],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005827229,"threshold_uncertainty_score":0.03081775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0320222582155138,"score_gpt":0.3107881535201854,"score_spread":0.2787658953046716,"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."}}