{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003110849,0.0002051903,0.0004078063,0.001586238,0.0001173822,0.0000432143,0.0001197694,0.0001364898,0.00002014654],"category_scores_gemma":[0.004212819,0.0001404025,0.0002883669,0.003911424,0.0001118692,0.0002043081,0.00005052072,0.0007041806,0.000003277945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00031848,"about_ca_system_score_gemma":0.000107238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002561883,"about_ca_topic_score_gemma":0.0002763312,"domain_scores_codex":[0.9970255,0.0003923087,0.0008501669,0.0004474476,0.0008596189,0.0004249135],"domain_scores_gemma":[0.994835,0.004230774,0.0001644664,0.000420837,0.0001587169,0.000190194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004684507,0.0006919759,0.3782387,0.0007993593,0.001187244,0.0008240109,0.002971719,0.00005903303,0.1239899,0.0005763554,0.00001862429,0.4901747],"study_design_scores_gemma":[0.007352961,0.007938459,0.7161295,0.0008266272,0.0006348024,0.0004282024,0.005604635,0.007308476,0.246063,0.001563963,0.0053925,0.0007568384],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870744,0.00815689,0.002771574,0.0002549389,0.0001423471,0.001240735,0.00002923809,0.00007280735,0.0002570784],"genre_scores_gemma":[0.9960845,0.002877989,0.0004957956,0.00007527175,0.0000779924,0.0003104319,0.00004031293,0.00002459671,0.00001318003],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4894178,"threshold_uncertainty_score":0.5725448,"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."}}