{"id":"W4411742709","doi":"10.1007/s00261-025-05084-7","title":"Optimizing endometriosis detection: a review of technical approaches and interpretative pitfalls","year":2025,"lang":"en","type":"review","venue":"Abdominal Radiology","topic":"Endometriosis Research and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; University of Toronto","funders":"","keywords":"Hepatology; Medicine; Endometriosis; Internal medicine; Intensive care medicine; Medical physics; General surgery","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008915131,0.0004398614,0.004461189,0.001266638,0.00005370653,0.000007507875,0.000197762,0.0003747035,0.00007951419],"category_scores_gemma":[0.01460711,0.0002984383,0.0008477255,0.001424595,0.0004260647,0.00003412156,0.0002102863,0.0007061765,0.00001003504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003220459,"about_ca_system_score_gemma":0.0004430066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000110413,"about_ca_topic_score_gemma":0.0000031865,"domain_scores_codex":[0.9971276,0.0006704973,0.0009799617,0.0006070276,0.0002465688,0.0003683634],"domain_scores_gemma":[0.9881288,0.01068364,0.0004094541,0.0004545477,0.0001233594,0.0002001692],"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":[0.0001093026,0.0001118541,0.000002049508,0.1844333,0.0009654904,0.00008199773,0.00001584276,1.818406e-8,0.000004174533,0.00005715989,0.0001248243,0.814094],"study_design_scores_gemma":[0.001808573,0.003210104,0.00000803006,0.3440706,0.008036125,0.00593446,0.00004003074,0.0000059421,0.00009278572,0.00002266189,0.6363996,0.0003711541],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000001685164,0.9917222,0.0008897503,0.0001169094,0.0000657233,0.002515621,0.00002880877,0.00002696009,0.004632336],"genre_scores_gemma":[0.0002272081,0.9935477,0.004888623,0.0001043851,0.00006369154,0.0009175742,0.00005368099,0.00002666283,0.0001704387],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8137228,"threshold_uncertainty_score":0.9999468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06561441590818183,"score_gpt":0.381974550316533,"score_spread":0.3163601344083512,"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."}}