{"id":"W4416344611","doi":"10.24908/pocusj.v10i02.19112","title":"Giant Pyonephrosis Diagnosed Using POCUS in a Resource-Limited Setting","year":2025,"lang":"en","type":"article","venue":"POCUS Journal","topic":"Appendicitis Diagnosis and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pyonephrosis; Hydronephrosis; Percutaneous nephrostomy; Complication; Asymptomatic; Nephrostomy; Emergency department; Percutaneous nephrolithotomy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007616411,0.0001960903,0.0004041006,0.0006902928,0.0002131725,0.0001100801,0.0001441534,0.00009741205,0.0002837813],"category_scores_gemma":[0.0003833595,0.0001713781,0.0001638171,0.0005972425,0.00004942977,0.0001087107,0.0001214373,0.0005642862,0.00002045947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003918703,"about_ca_system_score_gemma":0.0001357205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001170049,"about_ca_topic_score_gemma":0.00003831053,"domain_scores_codex":[0.9981668,0.000117113,0.0005938562,0.0002614638,0.0003533265,0.0005074241],"domain_scores_gemma":[0.9991621,0.0001617001,0.0001873928,0.0002342743,0.00007365192,0.0001809323],"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":[0.0006916311,0.002114967,0.3950016,0.0004560178,0.0008825812,0.01170617,0.002332583,0.0007786313,0.02168287,0.002346556,0.1423019,0.4197045],"study_design_scores_gemma":[0.01148001,0.0003479046,0.7976453,0.005475884,0.0006748328,0.0009024963,0.003382321,0.004538593,0.00306492,0.001201763,0.1707233,0.0005626729],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.972116,0.002336573,0.001867965,0.01069669,0.0003332098,0.0004944147,0.000004330647,0.000054739,0.01209611],"genre_scores_gemma":[0.9903044,0.0005435352,0.00318776,0.005197866,0.0002502393,0.00001770538,0.000005704598,0.00002993253,0.0004628472],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4191418,"threshold_uncertainty_score":0.6988597,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01936586870868906,"score_gpt":0.3052947930973638,"score_spread":0.2859289243886748,"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."}}