{"id":"W4412726526","doi":"10.1002/ijgo.70410","title":"Optimizing endometriosis diagnosis and mapping: The important role of advanced transvaginal ultrasound","year":2025,"lang":"en","type":"review","venue":"International Journal of Gynecology & Obstetrics","topic":"Endometriosis Research and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital","funders":"","keywords":"Medicine; Endometriosis; Transvaginal ultrasound; Ultrasound; Radiology; Obstetrics; Gynecology; Medical physics","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":[0.004314696,0.0004972521,0.0007305152,0.001170652,0.0003981918,0.001416001,0.000664107,0.001050307,0.001437946],"category_scores_gemma":[0.01299281,0.0001631539,0.0002864174,0.0004748812,0.000902064,0.001961295,0.001111887,0.001067167,0.0003982011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004602537,"about_ca_system_score_gemma":0.001614242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001337061,"about_ca_topic_score_gemma":0.001735666,"domain_scores_codex":[0.9973,0.001645883,0.0001724528,0.0001822642,0.0005425955,0.0001567929],"domain_scores_gemma":[0.99322,0.004265695,0.0008511585,0.0002979806,0.0008320022,0.0005331857],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001671906,0.0001594665,0.183933,0.001490553,0.00008788313,0.005375489,0.001159148,0.001121384,0.005770606,0.001836443,0.003665481,0.7952334],"study_design_scores_gemma":[0.00009683549,0.003001395,0.5570429,0.01383582,0.0004412309,0.1915476,0.01199561,0.008024431,0.006303595,0.0175778,0.1897521,0.0003806054],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.3809004,0.4747907,0.06398133,0.04370197,0.00149438,0.0004597712,0.0001452611,0.0004161811,0.03410999],"genre_scores_gemma":[0.8149325,0.1148968,0.06152389,0.003704335,0.002931564,0.00009958913,0.0001589817,0.00009123503,0.001661146],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004314696,"threshold_uncertainty_score":0.02281857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03786908476943613,"score_gpt":0.3527307085372811,"score_spread":0.314861623767845,"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."}}