{"id":"W4414258239","doi":"10.1101/2025.09.11.25335121","title":"Using an EMR to assess pediatric blood pressure: Challenges and opportunities in a nephrology cohort","year":2025,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Renal function and acid-base balance","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Ottawa Hospital; Children's Hospital of Eastern Ontario","funders":"","keywords":"Nephrology; Blood pressure; Cohort; Primary care; Medical record; Electronic medical record","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005446298,0.000280501,0.00067095,0.0005211153,0.00003812441,0.00002610133,0.0001442239,0.0003340266,0.00005426396],"category_scores_gemma":[0.0001479153,0.0002628095,0.00006028215,0.0001159215,0.00004659662,0.00005452465,0.0002993042,0.0005831763,0.000002448963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001792167,"about_ca_system_score_gemma":0.0003597201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007688916,"about_ca_topic_score_gemma":0.00006087541,"domain_scores_codex":[0.9982813,0.0001954508,0.0003661151,0.0006411023,0.000237567,0.0002784365],"domain_scores_gemma":[0.9989163,0.00009464993,0.0001152581,0.0005161423,0.0001224861,0.000235192],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004546694,0.0008383022,0.9803736,0.004902076,0.0006354731,0.0009832111,0.001151939,0.000735926,0.002895273,0.001292709,0.0004168725,0.005320016],"study_design_scores_gemma":[0.001635852,0.0004114498,0.9721794,0.0007526899,0.002535325,0.0001628001,0.0002962074,0.001946089,0.001082261,0.0003468618,0.01807165,0.0005794521],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9748799,0.01901011,0.0001248287,0.002296121,0.0005234744,0.0006964402,0.00002816483,0.00008405773,0.002356894],"genre_scores_gemma":[0.9729931,0.02131585,0.0008939942,0.002339396,0.0006867143,0.0001390637,0.00004554538,0.00002979739,0.001556481],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01765478,"threshold_uncertainty_score":0.9999824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1670765775838845,"score_gpt":0.343235978847296,"score_spread":0.1761594012634114,"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."}}