{"id":"W4404585499","doi":"10.1148/rg.240082","title":"Quality Improvement Report: The Sliding Sign Initiative—Facilitating Earlier Detection of Deep Endometriosis in an Academic US Department","year":2024,"lang":"en","type":"article","venue":"Radiographics","topic":"Endometriosis Research and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital","funders":"Ministry of Health, British Columbia; Doctors of BC","keywords":"Medicine; Sonographer; Endometriosis; Sign (mathematics); Quality management; Medical diagnosis; Quality (philosophy); Radiology; Medical physics; Ultrasonography; Gynecology; Operations management","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":[0.08177633,0.001057706,0.001296714,0.002680476,0.001975044,0.005574512,0.002616695,0.002404106,0.006860834],"category_scores_gemma":[0.1821596,0.0005667093,0.001985412,0.003526098,0.001041449,0.002141932,0.00423932,0.004061688,0.002283469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008479765,"about_ca_system_score_gemma":0.04981352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01564735,"about_ca_topic_score_gemma":0.02252146,"domain_scores_codex":[0.9184458,0.03544913,0.01702372,0.002985566,0.02125113,0.004844588],"domain_scores_gemma":[0.6929681,0.04768674,0.06559983,0.0152144,0.1321927,0.04633823],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.001638878,0.003883178,0.1428632,0.00214607,0.0006046737,0.0001695562,0.0009207064,0.001987551,0.001036321,0.001465502,0.5248052,0.3184792],"study_design_scores_gemma":[0.005170712,0.009280049,0.6811185,0.003230223,0.0008606109,0.0002557199,0.002330446,0.005510637,0.003863823,0.001027742,0.2870079,0.0003436074],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.201014,0.008836602,0.05615351,0.4917841,0.02212108,0.05409436,0.05792244,0.01364822,0.09442562],"genre_scores_gemma":[0.5918812,0.007811777,0.2020022,0.09091824,0.008936423,0.02579519,0.05069182,0.001405519,0.02055763],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08177633,"threshold_uncertainty_score":0.4324797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05855774427284035,"score_gpt":0.3761046064414222,"score_spread":0.3175468621685819,"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."}}