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Exact Dx synthetic data · demonstration
Extended criteria (experimental). This is the broader ten-condition engine, kept as a secondary area. It shows ICD-10-CM codes and illustrative grouping effects for CDI staff. The primary surface is Before you sign (kidney, measurement only). All extended pages.

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ENC-00050: Jun Upfield

75F · MRN68120228 · Cardiology · admitted Sun Oct 25, 2026 02:06 PM · discharged Sun Nov 01, 2026 01:45 PM · attending Dr. Cyrus Ellingham · 165 cm, 79.3 kg

Documented diagnoses (current)

  • “CKD stage 3a” · N18.31 Chronic kidney disease, stage 3a
  • “AKI” · N17.9 Acute kidney failure, unspecified
  • Principal: “acute systolic heart failure” · I50.21 Acute systolic (congestive) heart failure
  • “anemia” · D64.9 Anemia, unspecified
  • “hypertension” · I10 Essential (primary) hypertension

Illustrative grouping now: MS-DRG 292 Heart failure and shock with CC. If every open specificity/validation gap were answered as the criteria suggest: MS-DRG 292.

Queries and events

No queries yet.

All rules applied

Every rule's outcome for this encounter (clean results included)
RuleCriteriaFindingOutcome
Acute kidney injury Criteria not met Clinical validation gap Documented “AKI” (N17.9) but the criteria are not met: KDIGO creatinine and urine-output criteria not met.
Trace
Rule trace (rule aki v2026.11-1; evaluated in order, first true outcome wins; "unknown" = missing input)
StepExpressionInputs and thresholds readResult
derived: meets_definition creat_ratio >= t.ratio_s1 or creat_rise_48h >= t.rise_abs or coalesce(uo_hours_lt_0_5 >= t.uo_s1_h, false) creat_ratio=1.035, t.ratio_s1=1.5, creat_rise_48h=0.04, t.rise_abs=0.3, uo_hours_lt_0_5=unknown, t.uo_s1_h=6 false
derived: stage3 meets_definition and (creat_ratio >= t.ratio_s3 or creat_peak >= t.scr_s3 or rrt_started or coalesce(uo_hours_lt_0_3 >= t.uo_s3_h, false) or coalesce(anuria_hours >= t.anuria_h, false)) meets_definition=False, creat_ratio=1.035, t.ratio_s3=3.0, creat_peak=0.89, t.scr_s3=4.0, rrt_started=False, uo_hours_lt_0_3=unknown, t.uo_s3_h=24, anuria_hours=unknown, t.anuria_h=12 false
derived: stage2 creat_ratio >= t.ratio_s2 or coalesce(uo_hours_lt_0_5 >= t.uo_s2_h, false) creat_ratio=1.035, t.ratio_s2=2.0, uo_hours_lt_0_5=unknown, t.uo_s2_h=12 false
derived: stage case(stage3, 3, stage2, 2, meets_definition, 1, 0) stage3=False, stage2=False, meets_definition=False 0
derived: baseline_independent creat_baseline_known or creat_rise_48h >= t.rise_abs or rrt_started creat_baseline_known=True, creat_rise_48h=0.04, t.rise_abs=0.3, rrt_started=False true
outcome: aki_staged stage >= 1 and baseline_independent stage=0, baseline_independent=True false
outcome: aki_presumed_baseline stage >= 1 stage=0 false
outcome: not_met stage == 0 stage=0 true
Acute blood loss anaemia Criteria met Specificity gap Documented “anemia” (D64.9); criteria support the more specific Acute blood loss anemia (D62).
Trace
Rule trace (rule blood_loss_anemia v2026.11-1; evaluated in order, first true outcome wins; "unknown" = missing input)
StepExpressionInputs and thresholds readResult
derived: anaemic case(sex == 'M', hgb_nadir < t.hb_m, sex == 'F', hgb_nadir < t.hb_f, null) sex=F, hgb_nadir=9.38, t.hb_m=13, t.hb_f=12 true
derived: acute_fall hgb_drop >= t.drop_major or prbc_units >= t.prbc_major hgb_drop=2.9, t.drop_major=2.0, prbc_units=2, t.prbc_major=2 true
outcome: met bleeding_documented and anaemic and acute_fall bleeding_documented=True, anaemic=True, acute_fall=True true
Chronic kidney disease Clinical judgement required Clinical judgement required Clinical judgement required: Pre-admission eGFR values fall on both sides of 60.
Trace
Rule trace (rule ckd v2026.11-1; evaluated in order, first true outcome wins; "unknown" = missing input)
StepExpressionInputs and thresholds readResult
derived: chronic egfr_n >= 2 and egfr_span_days >= t.chronic_days egfr_n=2, egfr_span_days=298, t.chronic_days=90 true
derived: staging_egfr max(egfr_early, egfr_late) egfr_early=55.4, egfr_late=70.4 70.4
derived: both_below_60 egfr_early < t.g2 and egfr_late < t.g2 egfr_early=55.4, t.g2=60, egfr_late=70.4 false
derived: category case(staging_egfr >= t.g2, 'G1-G2', staging_egfr >= t.g3a, 'G3a', staging_egfr >= t.g3b, 'G3b', staging_egfr >= t.g4, 'G4', 'G5') staging_egfr=70.4, t.g2=60, t.g3a=45, t.g3b=30, t.g4=15 G1-G2
outcome: duration_not_shown not chronic chronic=True false
outcome: straddles_60 not both_below_60 and min(egfr_early, egfr_late) < t.g2 both_below_60=False, egfr_early=55.4, egfr_late=70.4, t.g2=60 true
Heart failure Criteria met No gap Supported as documented (I50.21).
Trace
Rule trace (rule heart_failure v2026.11-1; evaluated in order, first true outcome wins; "unknown" = missing input)
StepExpressionInputs and thresholds readResult
derived: np_elevated coalesce(bnp_max >= t.bnp, false) or coalesce(ntprobnp_max >= t.ntprobnp, false) bnp_max=2018.0, t.bnp=100, ntprobnp_max=unknown, t.ntprobnp=300 true
derived: acute_count count(iv_loop_diuretic, np_elevated, new_o2) iv_loop_diuretic=True, np_elevated=True, new_o2=False 2
derived: hf_type case(lvef <= t.ref, 'systolic', lvef >= t.pres, 'diastolic', 'midrange') lvef=34.0, t.ref=40, t.pres=50 systolic
derived: improved coalesce(lvef_prior_min <= t.ref and lvef > t.ref and lvef - lvef_prior_min >= t.improved_rise, false) lvef_prior_min=unknown, t.ref=40, lvef=34.0, t.improved_rise=10 false
derived: acuity case(acute_count >= 2 and hf_history, 'acute on chronic', acute_count >= 2, 'acute', acute_count == 0 and hf_history, 'chronic', null) acute_count=2, hf_history=False acute
outcome: improved_ef improved improved=False false
outcome: midrange hf_type == 'midrange' hf_type=systolic false
outcome: sys_aoc hf_type == 'systolic' and acuity == 'acute on chronic' hf_type=systolic, acuity=acute false
outcome: sys_acute hf_type == 'systolic' and acuity == 'acute' hf_type=systolic, acuity=acute true
Hyponatraemia Criteria not met No gap Not documented and not supported.
Trace
Rule trace (rule hyponatremia v2026.11-1; evaluated in order, first true outcome wins; "unknown" = missing input)
StepExpressionInputs and thresholds readResult
derived: severity case(na_min < t.profound, 'profound', na_min < t.moderate, 'moderate', na_min < t.low, 'mild', 'none') na_min=136.0, t.profound=125, t.moderate=130, t.low=135 none
outcome: met na_min < t.low and na_low_count >= t.repeat and na_treated na_min=136.0, t.low=135, na_low_count=0, t.repeat=2, na_treated=False false
outcome: untreated na_min < t.low na_min=136.0, t.low=135 false
outcome: not_met na_min >= t.low na_min=136.0, t.low=135 true
Malnutrition Criteria not met No gap Not documented and not supported.
Trace
Rule trace (rule malnutrition v2026.11-1; evaluated in order, first true outcome wins; "unknown" = missing input)
StepExpressionInputs and thresholds readResult
derived: a_sev_intake intake_pct <= t.a_sev_intake_pct and intake_days >= t.a_sev_intake_days intake_pct=100.0, t.a_sev_intake_pct=50, intake_days=unknown, t.a_sev_intake_days=5 false
derived: a_mod_intake intake_pct < t.a_mod_intake_pct and intake_days > t.a_mod_intake_days intake_pct=100.0, t.a_mod_intake_pct=75, intake_days=unknown, t.a_mod_intake_days=7 false
derived: a_sev_wt (wt_loss_days <= 7 and wt_loss_pct > 2) or (wt_loss_days <= 31 and wt_loss_pct > 5) or (wt_loss_days <= 92 and wt_loss_pct > 7.5) wt_loss_days=unknown, wt_loss_pct=unknown unknown
derived: a_mod_wt (wt_loss_days <= 7 and wt_loss_pct >= 1) or (wt_loss_days <= 31 and wt_loss_pct >= 5) or (wt_loss_days <= 92 and wt_loss_pct >= 7.5) wt_loss_days=unknown, wt_loss_pct=unknown unknown
derived: c_sev_intake intake_pct <= t.c_intake_pct and intake_days >= t.c_intake_days intake_pct=100.0, t.c_intake_pct=75, intake_days=unknown, t.c_intake_days=30 false
derived: c_mod_intake intake_pct < t.c_intake_pct and intake_days >= t.c_intake_days intake_pct=100.0, t.c_intake_pct=75, intake_days=unknown, t.c_intake_days=30 false
derived: c_sev_wt (wt_loss_days <= 31 and wt_loss_pct > 5) or (wt_loss_days <= 92 and wt_loss_pct > 7.5) or (wt_loss_days <= 183 and wt_loss_pct > 10) or (wt_loss_days <= 366 and wt_loss_pct > 20) wt_loss_days=unknown, wt_loss_pct=unknown unknown
derived: c_mod_wt (wt_loss_days <= 31 and wt_loss_pct >= 5) or (wt_loss_days <= 92 and wt_loss_pct >= 7.5) or (wt_loss_days <= 183 and wt_loss_pct >= 10) or (wt_loss_days <= 366 and wt_loss_pct >= 20) wt_loss_days=unknown, wt_loss_pct=unknown unknown
derived: n_assessed known(intake_pct, wt_loss_pct, fat_loss, muscle_loss, fluid, grip_reduced) intake_pct=100.0, wt_loss_pct=unknown, fat_loss=0, muscle_loss=0, fluid=0, grip_reduced=unknown 4
derived: n_severe case(nutr_context == 'acute', count(a_sev_intake, a_sev_wt, fat_loss >= 2, muscle_loss >= 2, fluid >= 2, grip_reduced), nutr_context == 'chronic', count(c_sev_intake, c_sev_wt, fat_loss >= 3, muscle_loss >= 3, fluid >= 3, grip_reduced), null) nutr_context=acute, a_sev_intake=False, a_sev_wt=unknown, fat_loss=0, muscle_loss=0, fluid=0, grip_reduced=unknown, c_sev_intake=False, c_sev_wt=unknown 0
derived: n_moderate case(nutr_context == 'acute', count(a_sev_intake or a_mod_intake, a_sev_wt or a_mod_wt, fat_loss >= 1, muscle_loss >= 1, fluid >= 1, grip_reduced), nutr_context == 'chronic', count(c_sev_intake or c_mod_intake, c_sev_wt or c_mod_wt, fat_loss >= 1, muscle_loss >= 1, fluid >= 1, grip_reduced), null) nutr_context=acute, a_sev_intake=False, a_mod_intake=False, a_sev_wt=unknown, a_mod_wt=unknown, fat_loss=0, muscle_loss=0, fluid=0, grip_reduced=unknown, c_sev_intake=False, c_mod_intake=False, c_sev_wt=unknown, c_mod_wt=unknown 0
outcome: severe n_severe >= 2 n_severe=0 false
outcome: moderate n_moderate >= 2 n_moderate=0 false
outcome: one_characteristic n_moderate == 1 n_moderate=0 false
outcome: not_met n_moderate == 0 and n_assessed >= 2 n_moderate=0, n_assessed=4 true
Obesity Criteria not met No gap Not documented and not supported.
Trace
Rule trace (rule obesity v2026.11-1; evaluated in order, first true outcome wins; "unknown" = missing input)
StepExpressionInputs and thresholds readResult
outcome: not_adult age < t.adult age=75, t.adult=20 false
outcome: class3 bmi >= t.c3 bmi=29.1, t.c3=40 false
outcome: class2 bmi >= t.c2 bmi=29.1, t.c2=35 false
outcome: class1 bmi >= t.c1 bmi=29.1, t.c1=30 false
outcome: not_met bmi < t.c1 bmi=29.1, t.c1=30 true
Pressure injury Insufficient data No gap Insufficient data: the criteria could not be applied.
Trace
Rule trace (rule pressure_injury v2026.11-1; evaluated in order, first true outcome wins; "unknown" = missing input)
StepExpressionInputs and thresholds readResult
derived: sacral wound_site == 'sacral' wound_site=unknown unknown
outcome: no_wound_note not present(wound_stage) wound_stage=unknown true
Acute respiratory failure Criteria not met No gap Not documented and not supported.
Trace
Rule trace (rule respiratory_failure v2026.11-1; evaluated in order, first true outcome wins; "unknown" = missing input)
StepExpressionInputs and thresholds readResult
derived: measured present(spo2_min_ra) or present(pao2_min_ra) or present(pf_min) spo2_min_ra=94.0, pao2_min_ra=unknown, pf_min=unknown true
derived: hypoxemia coalesce(spo2_min_ra < t.spo2_ra, false) or coalesce(pao2_min_ra < t.pao2, false) or coalesce(pf_min < t.pf, false) spo2_min_ra=94.0, t.spo2_ra=88, pao2_min_ra=unknown, t.pao2=60, pf_min=unknown, t.pf=300 false
derived: distress coalesce(rr_max >= t.rr_distress, false) or coalesce(wob_increased, false) or adv_resp_support rr_max=20.0, t.rr_distress=28, wob_increased=unknown, adv_resp_support=False false
outcome: chronic_baseline home_o2 and hypoxemia home_o2=False, hypoxemia=False false
outcome: met hypoxemia and distress hypoxemia=False, distress=False false
outcome: hypoxemia_only hypoxemia hypoxemia=False false
outcome: not_met measured and not hypoxemia and o2_max_lpm <= t.o2_low and not adv_resp_support measured=True, hypoxemia=False, o2_max_lpm=0.0, t.o2_low=2, adv_resp_support=False true
Sepsis Criteria not met No gap Not documented and not supported.
Trace
Rule trace (rule sepsis v2026.11-1; evaluated in order, first true outcome wins; "unknown" = missing input)
StepExpressionInputs and thresholds readResult
derived: sirs_temp coalesce(temp_max_48h > t.t_hi, false) or coalesce(temp_min_48h < t.t_lo, false) temp_max_48h=37.5, t.t_hi=38, temp_min_48h=36.6, t.t_lo=36 false
derived: sirs_hr coalesce(hr_max_48h > t.hr, false) hr_max_48h=89.0, t.hr=90 false
derived: sirs_rr coalesce(rr_max_48h > t.rr, false) or coalesce(paco2_min_48h < t.paco2, false) rr_max_48h=20.0, t.rr=20, paco2_min_48h=unknown, t.paco2=32 false
derived: sirs_wbc coalesce(wbc_max_48h > t.wbc_hi, false) or coalesce(wbc_min_48h < t.wbc_lo, false) or coalesce(bands_max_48h > t.bands, false) wbc_max_48h=10.43, t.wbc_hi=12, wbc_min_48h=5.88, t.wbc_lo=4, bands_max_48h=unknown, t.bands=10 false
derived: sirs_count count(sirs_temp, sirs_hr, sirs_rr, sirs_wbc) sirs_temp=False, sirs_hr=False, sirs_rr=False, sirs_wbc=False 0
derived: sofa_resp coalesce(case(pf_min_48h < 100 and adv_resp_support, 4, pf_min_48h < 200 and adv_resp_support, 3, pf_min_48h < 300, 2, pf_min_48h < 400, 1, 0), 0) pf_min_48h=unknown, adv_resp_support=False 0
derived: sofa_coag coalesce(case(platelets_min_48h < 20, 4, platelets_min_48h < 50, 3, platelets_min_48h < 100, 2, platelets_min_48h < 150, 1, 0), 0) platelets_min_48h=254.0 0
derived: sofa_liver coalesce(case(bili_max_48h >= 12, 4, bili_max_48h >= 6, 3, bili_max_48h >= 2, 2, bili_max_48h >= 1.2, 1, 0), 0) bili_max_48h=0.42 0
derived: sofa_cardio coalesce(case(norepi_max_48h > 0.1, 4, norepi_max_48h > 0, 3, map_min_48h < 70, 1, 0), 0) norepi_max_48h=0.0, map_min_48h=74.0 0
derived: sofa_cns coalesce(case(gcs_min_48h < 6, 4, gcs_min_48h < 10, 3, gcs_min_48h < 13, 2, gcs_min_48h < 15, 1, 0), 0) gcs_min_48h=15.0 0
derived: sofa_renal coalesce(case(creat_max_48h >= 5, 4, creat_max_48h >= 3.5, 3, creat_max_48h >= 2, 2, creat_max_48h >= 1.2, 1, 0), 0) creat_max_48h=0.89 0
derived: sofa_renal_baseline coalesce(case(creat_baseline >= 5, 4, creat_baseline >= 3.5, 3, creat_baseline >= 2, 2, creat_baseline >= 1.2, 1, 0), 0) creat_baseline=0.86 0
derived: sofa_delta sofa_resp + sofa_coag + sofa_liver + sofa_cardio + sofa_cns + sofa_renal - sofa_renal_baseline sofa_resp=0, sofa_coag=0, sofa_liver=0, sofa_cardio=0, sofa_cns=0, sofa_renal=0, sofa_renal_baseline=0 0
derived: sepsis3 infection_documented and sofa_delta >= t.sofa_delta infection_documented=False, sofa_delta=0, t.sofa_delta=2 false
derived: sepsis2 infection_documented and sirs_count >= t.sirs_min infection_documented=False, sirs_count=0, t.sirs_min=2 false
derived: shock sepsis3 and norepi_max_48h > 0 and coalesce(lactate_max_48h > t.lactate, false) sepsis3=False, norepi_max_48h=0.0, lactate_max_48h=unknown, t.lactate=2 false
outcome: no_infection not infection_documented infection_documented=False true

Structured data

Labs (44)
Labs (pre-admission rows are outpatient values)
RowWhenTestValue
LAB-001695Sat Sep 13, 2025 09:15 AMcreatinine1.05 mg/dL
LAB-001696Wed Jul 08, 2026 10:05 AMcreatinine0.86 mg/dL
LAB-001697Sun Oct 25, 2026 03:06 PMcreatinine0.86 mg/dL
LAB-001705Sun Oct 25, 2026 03:06 PMbnp2018.0 pg/mL
LAB-001706Sun Oct 25, 2026 03:06 PMsodium141.0 mmol/L
LAB-001714Sun Oct 25, 2026 03:06 PMhemoglobin12.27 g/dL
LAB-001722Sun Oct 25, 2026 03:06 PMwbc10.43 x10^3/uL
LAB-001723Sun Oct 25, 2026 03:06 PMplatelets259.0 x10^3/uL
LAB-001738Sun Oct 25, 2026 03:06 PMbilirubin0.42 mg/dL
LAB-001698Mon Oct 26, 2026 05:00 AMcreatinine0.89 mg/dL
LAB-001707Mon Oct 26, 2026 05:00 AMsodium138.0 mmol/L
LAB-001715Mon Oct 26, 2026 05:00 AMhemoglobin10.54 g/dL
LAB-001724Mon Oct 26, 2026 05:00 AMwbc8.68 x10^3/uL
LAB-001725Mon Oct 26, 2026 05:00 AMplatelets254.0 x10^3/uL
LAB-001699Tue Oct 27, 2026 05:00 AMcreatinine0.85 mg/dL
LAB-001708Tue Oct 27, 2026 05:00 AMsodium136.0 mmol/L
LAB-001716Tue Oct 27, 2026 05:00 AMhemoglobin9.38 g/dL
LAB-001726Tue Oct 27, 2026 05:00 AMwbc5.88 x10^3/uL
LAB-001727Tue Oct 27, 2026 05:00 AMplatelets286.0 x10^3/uL
LAB-001700Wed Oct 28, 2026 05:00 AMcreatinine0.88 mg/dL
LAB-001709Wed Oct 28, 2026 05:00 AMsodium142.0 mmol/L
LAB-001717Wed Oct 28, 2026 05:00 AMhemoglobin10.18 g/dL
LAB-001728Wed Oct 28, 2026 05:00 AMwbc6.62 x10^3/uL
LAB-001729Wed Oct 28, 2026 05:00 AMplatelets276.0 x10^3/uL
LAB-001701Thu Oct 29, 2026 05:00 AMcreatinine0.85 mg/dL
LAB-001710Thu Oct 29, 2026 05:00 AMsodium137.0 mmol/L
LAB-001718Thu Oct 29, 2026 05:00 AMhemoglobin10.48 g/dL
LAB-001730Thu Oct 29, 2026 05:00 AMwbc7.34 x10^3/uL
LAB-001731Thu Oct 29, 2026 05:00 AMplatelets220.0 x10^3/uL
LAB-001702Fri Oct 30, 2026 05:00 AMcreatinine0.89 mg/dL
LAB-001711Fri Oct 30, 2026 05:00 AMsodium140.0 mmol/L
LAB-001719Fri Oct 30, 2026 05:00 AMhemoglobin10.58 g/dL
LAB-001732Fri Oct 30, 2026 05:00 AMwbc6.49 x10^3/uL
LAB-001733Fri Oct 30, 2026 05:00 AMplatelets281.0 x10^3/uL
LAB-001703Sat Oct 31, 2026 05:00 AMcreatinine0.88 mg/dL
LAB-001712Sat Oct 31, 2026 05:00 AMsodium142.0 mmol/L
LAB-001720Sat Oct 31, 2026 05:00 AMhemoglobin10.58 g/dL
LAB-001734Sat Oct 31, 2026 05:00 AMwbc10.88 x10^3/uL
LAB-001735Sat Oct 31, 2026 05:00 AMplatelets229.0 x10^3/uL
LAB-001704Sun Nov 01, 2026 05:00 AMcreatinine0.88 mg/dL
LAB-001713Sun Nov 01, 2026 05:00 AMsodium138.0 mmol/L
LAB-001721Sun Nov 01, 2026 05:00 AMhemoglobin10.58 g/dL
LAB-001736Sun Nov 01, 2026 05:00 AMwbc9.03 x10^3/uL
LAB-001737Sun Nov 01, 2026 05:00 AMplatelets200.0 x10^3/uL
Vitals (126)
Vitals
RowWhenKindValueDetail
VIT-004885Sun Oct 25, 2026 02:26 PMspo295.0room air
VIT-004886Sun Oct 25, 2026 02:26 PMrr19.0
VIT-004927Sun Oct 25, 2026 02:26 PMtemp_c36.6
VIT-004928Sun Oct 25, 2026 02:26 PMhr70.0
VIT-004929Sun Oct 25, 2026 02:26 PMmap79.0
VIT-004930Sun Oct 25, 2026 02:26 PMgcs15.0
VIT-004887Sun Oct 25, 2026 10:26 PMspo294.0room air
VIT-004888Sun Oct 25, 2026 10:26 PMrr15.0
VIT-004931Sun Oct 25, 2026 10:26 PMtemp_c37.1
VIT-004932Sun Oct 25, 2026 10:26 PMhr71.0
VIT-004933Sun Oct 25, 2026 10:26 PMmap79.0
VIT-004934Sun Oct 25, 2026 10:26 PMgcs15.0
VIT-004889Mon Oct 26, 2026 06:26 AMspo297.0room air
VIT-004890Mon Oct 26, 2026 06:26 AMrr16.0
VIT-004935Mon Oct 26, 2026 06:26 AMtemp_c36.8
VIT-004936Mon Oct 26, 2026 06:26 AMhr89.0
VIT-004937Mon Oct 26, 2026 06:26 AMmap88.0
VIT-004938Mon Oct 26, 2026 06:26 AMgcs15.0
VIT-004891Mon Oct 26, 2026 02:26 PMspo297.0room air
VIT-004892Mon Oct 26, 2026 02:26 PMrr14.0
VIT-004939Mon Oct 26, 2026 02:26 PMtemp_c36.8
VIT-004940Mon Oct 26, 2026 02:26 PMhr69.0
VIT-004941Mon Oct 26, 2026 02:26 PMmap74.0
VIT-004942Mon Oct 26, 2026 02:26 PMgcs15.0
VIT-004893Mon Oct 26, 2026 10:26 PMspo295.0room air
VIT-004894Mon Oct 26, 2026 10:26 PMrr17.0
VIT-004943Mon Oct 26, 2026 10:26 PMtemp_c37.5
VIT-004944Mon Oct 26, 2026 10:26 PMhr72.0
VIT-004945Mon Oct 26, 2026 10:26 PMmap84.0
VIT-004946Mon Oct 26, 2026 10:26 PMgcs15.0
VIT-004895Tue Oct 27, 2026 06:26 AMspo298.0room air
VIT-004896Tue Oct 27, 2026 06:26 AMrr20.0
VIT-004947Tue Oct 27, 2026 06:26 AMtemp_c36.8
VIT-004948Tue Oct 27, 2026 06:26 AMhr75.0
VIT-004949Tue Oct 27, 2026 06:26 AMmap75.0
VIT-004950Tue Oct 27, 2026 06:26 AMgcs15.0
VIT-004897Tue Oct 27, 2026 02:26 PMspo297.0room air
VIT-004898Tue Oct 27, 2026 02:26 PMrr16.0
VIT-004951Tue Oct 27, 2026 02:26 PMtemp_c37.4
VIT-004952Tue Oct 27, 2026 02:26 PMhr89.0
VIT-004953Tue Oct 27, 2026 02:26 PMmap88.0
VIT-004954Tue Oct 27, 2026 02:26 PMgcs15.0
VIT-004899Tue Oct 27, 2026 10:26 PMspo296.0room air
VIT-004900Tue Oct 27, 2026 10:26 PMrr19.0
VIT-004955Tue Oct 27, 2026 10:26 PMtemp_c36.8
VIT-004956Tue Oct 27, 2026 10:26 PMhr81.0
VIT-004957Tue Oct 27, 2026 10:26 PMmap78.0
VIT-004958Tue Oct 27, 2026 10:26 PMgcs15.0
VIT-004901Wed Oct 28, 2026 06:26 AMspo295.0room air
VIT-004902Wed Oct 28, 2026 06:26 AMrr14.0
VIT-004959Wed Oct 28, 2026 06:26 AMtemp_c36.9
VIT-004960Wed Oct 28, 2026 06:26 AMhr89.0
VIT-004961Wed Oct 28, 2026 06:26 AMmap77.0
VIT-004962Wed Oct 28, 2026 06:26 AMgcs15.0
VIT-004903Wed Oct 28, 2026 02:26 PMspo299.0room air
VIT-004904Wed Oct 28, 2026 02:26 PMrr20.0
VIT-004963Wed Oct 28, 2026 02:26 PMtemp_c36.7
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Medications, orders, echo, history (8)

Notes

History and physical · DOC-000174 · Dr. Cyrus Ellingham (attending) · Sun Oct 25, 2026 05:06 PM

Cited facts from this note (1)
bleeding_source
bleeding from the surgical drain · cited p. 1, line 5 · confidence 0.85
Show source for bleeding_source
… logy Attending: Dr. Cyrus Ellingham History of present illness: 75-year-old woman admitted with acute systolic heart failure. Hospital course complicated by bleeding from the surgical drain. Past medical history: hypertension. Review of systems otherwise negative. Exam: Lungs: clear to auscultation bilaterally. Assessment and plan: 1. CKD stage 3a …
Source document DOC-000174: History and physical (synthetic)
HISTORY AND PHYSICAL
Patient: Jun Upfield   MRN: MRN68120228   Admitted: 2026-10-25 14:06
Service: Cardiology   Attending: Dr. Cyrus Ellingham

History of present illness: 75-year-old woman admitted with acute systolic heart failure. Hospital course complicated by bleeding from the surgical drain.
Past medical history: hypertension.
Review of systems otherwise negative.
Exam: Lungs: clear to auscultation bilaterally.
Assessment and plan:
1. CKD stage 3a: renally dose medications.
2. Acute systolic heart failure: diuresis and daily weights; monitor electrolytes.

Nutrition assessment · DOC-000173 · Dario Larkspur, RD (dietitian) · Mon Oct 26, 2026 07:06 PM

Cited facts from this note (5)
fat_loss
none · cited p. 1, line 7 · confidence 0.90
Show source for fat_loss
… MRN: MRN68120228 Context: acute illness Intake: eating 100% of meals. Weight history: weight stable over the past 3 months. Nutrition-focused physical exam: no loss of subcutaneous fat; no muscle wasting; no fluid accumulation. Assessment: well nourished; no malnutrition identified.
fluid_accumulation
none · cited p. 1, line 7 · confidence 0.90
Show source for fluid_accumulation
… e: eating 100% of meals. Weight history: weight stable over the past 3 months. Nutrition-focused physical exam: no loss of subcutaneous fat; no muscle wasting; no fluid accumulation. Assessment: well nourished; no malnutrition identified.
intake_pct
100 · cited p. 1, line 5 · confidence 0.90
Show source for intake_pct
NUTRITION ASSESSMENT (Registered Dietitian) Patient: Jun Upfield MRN: MRN68120228 Context: acute illness Intake: eating 100% of meals. Weight history: weight stable over the past 3 months. Nutrition-focused physical exam: no loss of subcutaneous fat; no muscle wasting; no fluid accumulation. …
muscle_loss
none · cited p. 1, line 7 · confidence 0.90
Show source for muscle_loss
… acute illness Intake: eating 100% of meals. Weight history: weight stable over the past 3 months. Nutrition-focused physical exam: no loss of subcutaneous fat; no muscle wasting; no fluid accumulation. Assessment: well nourished; no malnutrition identified.
nutrition_context
acute · cited p. 1, line 4 · confidence 0.95
Show source for nutrition_context
NUTRITION ASSESSMENT (Registered Dietitian) Patient: Jun Upfield MRN: MRN68120228 Context: acute illness Intake: eating 100% of meals. Weight history: weight stable over the past 3 months. Nutrition-focused physical exam: no loss of subcutaneous fat; no muscle was …
Source document DOC-000173: Nutrition assessment (synthetic)
NUTRITION ASSESSMENT (Registered Dietitian)
Patient: Jun Upfield   MRN: MRN68120228

Context: acute illness
Intake: eating 100% of meals.
Weight history: weight stable over the past 3 months.
Nutrition-focused physical exam: no loss of subcutaneous fat; no muscle wasting; no fluid accumulation.
Assessment: well nourished; no malnutrition identified.

Progress note · DOC-000175 · Dr. Cyrus Ellingham (attending) · Tue Oct 27, 2026 05:06 PM

Source document DOC-000175: Progress note (synthetic)
PROGRESS NOTE (Attending)
Patient: Jun Upfield   MRN: MRN68120228   Hospital day 3

Subjective: resting, tolerating diet.
Objective: vitals and labs reviewed in the flowsheet.
Assessment and plan:
1. Acute systolic heart failure: continue current management.
2. AKI: trend creatinine, hold nephrotoxins, strict intake and output.
3. Anemia: trend hemoglobin.

Attending: Dr. Cyrus Ellingham

Discharge summary · DOC-000176 · Dr. Cyrus Ellingham (attending) · Sun Nov 01, 2026 01:45 PM

Source document DOC-000176: Discharge summary (synthetic)
DISCHARGE SUMMARY
Patient: Jun Upfield   MRN: MRN68120228
Admitted 2026-10-25; discharged 2026-11-01.

Discharge diagnoses:
- CKD stage 3a
- AKI
- acute systolic heart failure
- anemia
- hypertension

Disposition: home with follow-up.