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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-00039: Sana Pemberton

67F · MRN35397651 · Cardiology · admitted Mon Nov 09, 2026 04:36 PM · in hospital · attending Dr. Wes Merriweather · resident Dr. Keira Upfield · 157 cm, 45.5 kg

Documented diagnoses (current)

  • “malnutrition” · E46 Unspecified protein-calorie malnutrition
  • Principal: “acute on chronic diastolic heart failure” · I50.33 Acute on chronic diastolic (congestive) heart failure
  • “hyperlipidemia” · E78.5 Hyperlipidemia, unspecified

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 291.

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 No gap Not documented and not supported.
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=1.033, t.ratio_s1=1.5, creat_rise_48h=0.02, 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=1.033, t.ratio_s3=3.0, creat_peak=0.94, 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=1.033, 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=0.02, 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 Criteria support Acute blood loss anemia (D62); no corresponding diagnosis is documented.
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=8.98, 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=3.2, 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 No gap Not documented; egfr 60 or above; ckd g1-g2 requires markers of kidney damage, which are not assessed here.
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=252, t.chronic_days=90 true
derived: staging_egfr max(egfr_early, egfr_late) egfr_early=72.0, egfr_late=69.1 72.0
derived: both_below_60 egfr_early < t.g2 and egfr_late < t.g2 egfr_early=72.0, t.g2=60, egfr_late=69.1 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=72.0, 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=72.0, egfr_late=69.1, t.g2=60 false
outcome: g1_g2 staging_egfr >= t.g2 staging_egfr=72.0, t.g2=60 true
Heart failure Criteria met No gap Supported as documented (I50.33).
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=1479.0, 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=56.0, t.ref=40, t.pres=50 diastolic
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=56.0, 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=True acute on chronic
outcome: improved_ef improved improved=False false
outcome: midrange hf_type == 'midrange' hf_type=diastolic false
outcome: sys_aoc hf_type == 'systolic' and acuity == 'acute on chronic' hf_type=diastolic, acuity=acute on chronic false
outcome: sys_acute hf_type == 'systolic' and acuity == 'acute' hf_type=diastolic, acuity=acute on chronic false
outcome: sys_chronic hf_type == 'systolic' and acuity == 'chronic' hf_type=diastolic, acuity=acute on chronic false
outcome: dia_aoc hf_type == 'diastolic' and acuity == 'acute on chronic' hf_type=diastolic, acuity=acute on chronic 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 Clinical judgement required Clinical judgement required Clinical judgement required: Only one consensus characteristic documented; two are required.
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=60.0, t.a_sev_intake_pct=50, intake_days=9.0, 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=60.0, t.a_mod_intake_pct=75, intake_days=9.0, t.a_mod_intake_days=7 true
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=60.0, t.c_intake_pct=75, intake_days=9.0, 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=60.0, t.c_intake_pct=75, intake_days=9.0, 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=60.0, 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=True, 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 1
outcome: severe n_severe >= 2 n_severe=0 false
outcome: moderate n_moderate >= 2 n_moderate=1 false
outcome: one_characteristic n_moderate == 1 n_moderate=1 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=67, t.adult=20 false
outcome: class3 bmi >= t.c3 bmi=18.5, t.c3=40 false
outcome: class2 bmi >= t.c2 bmi=18.5, t.c2=35 false
outcome: class1 bmi >= t.c1 bmi=18.5, t.c1=30 false
outcome: not_met bmi < t.c1 bmi=18.5, t.c1=30 true
Pressure injury Criteria met Specificity gap Criteria support Pressure injury of sacral region, stage 4 (L89.154); no corresponding diagnosis is documented.
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=sacral true
outcome: no_wound_note not present(wound_stage) wound_stage=4 false
outcome: other_site wound_site != 'sacral' wound_site=sacral false
outcome: stage1 sacral and wound_stage == '1' sacral=True, wound_stage=4 false
outcome: stage2 sacral and wound_stage == '2' sacral=True, wound_stage=4 false
outcome: stage3 sacral and wound_stage == '3' sacral=True, wound_stage=4 false
outcome: stage4 sacral and wound_stage == '4' sacral=True, wound_stage=4 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=36.5, t.t_lo=36 false
derived: sirs_hr coalesce(hr_max_48h > t.hr, false) hr_max_48h=81.0, 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=10.23, t.wbc_hi=12, wbc_min_48h=6.44, 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=166.0 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=0.77 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=82.0 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=0.94 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=0.91 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 (29)
Labs (pre-admission rows are outpatient values)
RowWhenTestValue
LAB-001340Sat Nov 22, 2025 09:15 AMcreatinine0.88 mg/dL
LAB-001341Sun Aug 02, 2026 10:05 AMcreatinine0.91 mg/dL
LAB-001342Mon Nov 09, 2026 05:36 PMcreatinine0.94 mg/dL
LAB-001347Mon Nov 09, 2026 05:36 PMbnp1479.0 pg/mL
LAB-001348Mon Nov 09, 2026 05:36 PMsodium136.0 mmol/L
LAB-001353Mon Nov 09, 2026 05:36 PMhemoglobin12.13 g/dL
LAB-001358Mon Nov 09, 2026 05:36 PMwbc6.54 x10^3/uL
LAB-001359Mon Nov 09, 2026 05:36 PMplatelets212.0 x10^3/uL
LAB-001368Mon Nov 09, 2026 05:36 PMbilirubin0.77 mg/dL
LAB-001343Tue Nov 10, 2026 05:00 AMcreatinine0.94 mg/dL
LAB-001349Tue Nov 10, 2026 05:00 AMsodium137.0 mmol/L
LAB-001354Tue Nov 10, 2026 05:00 AMhemoglobin10.24 g/dL
LAB-001360Tue Nov 10, 2026 05:00 AMwbc10.23 x10^3/uL
LAB-001361Tue Nov 10, 2026 05:00 AMplatelets266.0 x10^3/uL
LAB-001344Wed Nov 11, 2026 05:00 AMcreatinine0.91 mg/dL
LAB-001350Wed Nov 11, 2026 05:00 AMsodium142.0 mmol/L
LAB-001355Wed Nov 11, 2026 05:00 AMhemoglobin8.98 g/dL
LAB-001362Wed Nov 11, 2026 05:00 AMwbc6.44 x10^3/uL
LAB-001363Wed Nov 11, 2026 05:00 AMplatelets166.0 x10^3/uL
LAB-001345Thu Nov 12, 2026 05:00 AMcreatinine0.93 mg/dL
LAB-001351Thu Nov 12, 2026 05:00 AMsodium138.0 mmol/L
LAB-001356Thu Nov 12, 2026 05:00 AMhemoglobin9.78 g/dL
LAB-001364Thu Nov 12, 2026 05:00 AMwbc9.53 x10^3/uL
LAB-001365Thu Nov 12, 2026 05:00 AMplatelets280.0 x10^3/uL
LAB-001346Fri Nov 13, 2026 05:00 AMcreatinine0.91 mg/dL
LAB-001352Fri Nov 13, 2026 05:00 AMsodium142.0 mmol/L
LAB-001357Fri Nov 13, 2026 05:00 AMhemoglobin10.08 g/dL
LAB-001366Fri Nov 13, 2026 05:00 AMwbc7.86 x10^3/uL
LAB-001367Fri Nov 13, 2026 05:00 AMplatelets289.0 x10^3/uL
Vitals (72)
Vitals
RowWhenKindValueDetail
VIT-003864Mon Nov 09, 2026 04:56 PMspo297.0room air
VIT-003865Mon Nov 09, 2026 04:56 PMrr17.0
VIT-003888Mon Nov 09, 2026 04:56 PMtemp_c36.9
VIT-003889Mon Nov 09, 2026 04:56 PMhr80.0
VIT-003890Mon Nov 09, 2026 04:56 PMmap88.0
VIT-003891Mon Nov 09, 2026 04:56 PMgcs15.0
VIT-003866Tue Nov 10, 2026 12:56 AMspo299.0room air
VIT-003867Tue Nov 10, 2026 12:56 AMrr20.0
VIT-003892Tue Nov 10, 2026 12:56 AMtemp_c37.5
VIT-003893Tue Nov 10, 2026 12:56 AMhr81.0
VIT-003894Tue Nov 10, 2026 12:56 AMmap88.0
VIT-003895Tue Nov 10, 2026 12:56 AMgcs15.0
VIT-003868Tue Nov 10, 2026 08:56 AMspo296.0room air
VIT-003869Tue Nov 10, 2026 08:56 AMrr14.0
VIT-003896Tue Nov 10, 2026 08:56 AMtemp_c36.7
VIT-003897Tue Nov 10, 2026 08:56 AMhr78.0
VIT-003898Tue Nov 10, 2026 08:56 AMmap83.0
VIT-003899Tue Nov 10, 2026 08:56 AMgcs15.0
VIT-003870Tue Nov 10, 2026 04:56 PMspo294.0room air
VIT-003871Tue Nov 10, 2026 04:56 PMrr18.0
VIT-003900Tue Nov 10, 2026 04:56 PMtemp_c36.5
VIT-003901Tue Nov 10, 2026 04:56 PMhr74.0
VIT-003902Tue Nov 10, 2026 04:56 PMmap87.0
VIT-003903Tue Nov 10, 2026 04:56 PMgcs15.0
VIT-003872Wed Nov 11, 2026 12:56 AMspo299.0room air
VIT-003873Wed Nov 11, 2026 12:56 AMrr17.0
VIT-003904Wed Nov 11, 2026 12:56 AMtemp_c37.5
VIT-003905Wed Nov 11, 2026 12:56 AMhr74.0
VIT-003906Wed Nov 11, 2026 12:56 AMmap82.0
VIT-003907Wed Nov 11, 2026 12:56 AMgcs15.0
VIT-003874Wed Nov 11, 2026 08:56 AMspo299.0room air
VIT-003875Wed Nov 11, 2026 08:56 AMrr20.0
VIT-003908Wed Nov 11, 2026 08:56 AMtemp_c37.2
VIT-003909Wed Nov 11, 2026 08:56 AMhr77.0
VIT-003910Wed Nov 11, 2026 08:56 AMmap91.0
VIT-003911Wed Nov 11, 2026 08:56 AMgcs15.0
VIT-003876Wed Nov 11, 2026 04:56 PMspo297.0room air
VIT-003877Wed Nov 11, 2026 04:56 PMrr14.0
VIT-003912Wed Nov 11, 2026 04:56 PMtemp_c37.4
VIT-003913Wed Nov 11, 2026 04:56 PMhr86.0
VIT-003914Wed Nov 11, 2026 04:56 PMmap74.0
VIT-003915Wed Nov 11, 2026 04:56 PMgcs15.0
VIT-003878Thu Nov 12, 2026 12:56 AMspo297.0room air
VIT-003879Thu Nov 12, 2026 12:56 AMrr20.0
VIT-003916Thu Nov 12, 2026 12:56 AMtemp_c36.5
VIT-003917Thu Nov 12, 2026 12:56 AMhr80.0
VIT-003918Thu Nov 12, 2026 12:56 AMmap76.0
VIT-003919Thu Nov 12, 2026 12:56 AMgcs15.0
VIT-003880Thu Nov 12, 2026 08:56 AMspo299.0room air
VIT-003881Thu Nov 12, 2026 08:56 AMrr18.0
VIT-003920Thu Nov 12, 2026 08:56 AMtemp_c37.2
VIT-003921Thu Nov 12, 2026 08:56 AMhr68.0
VIT-003922Thu Nov 12, 2026 08:56 AMmap91.0
VIT-003923Thu Nov 12, 2026 08:56 AMgcs15.0
VIT-003882Thu Nov 12, 2026 04:56 PMspo299.0room air
VIT-003883Thu Nov 12, 2026 04:56 PMrr15.0
VIT-003924Thu Nov 12, 2026 04:56 PMtemp_c37.1
VIT-003925Thu Nov 12, 2026 04:56 PMhr90.0
VIT-003926Thu Nov 12, 2026 04:56 PMmap78.0
VIT-003927Thu Nov 12, 2026 04:56 PMgcs15.0
VIT-003884Fri Nov 13, 2026 12:56 AMspo294.0room air
VIT-003885Fri Nov 13, 2026 12:56 AMrr20.0
VIT-003928Fri Nov 13, 2026 12:56 AMtemp_c36.7
VIT-003929Fri Nov 13, 2026 12:56 AMhr82.0
VIT-003930Fri Nov 13, 2026 12:56 AMmap81.0
VIT-003931Fri Nov 13, 2026 12:56 AMgcs15.0
VIT-003886Fri Nov 13, 2026 08:56 AMspo298.0room air
VIT-003887Fri Nov 13, 2026 08:56 AMrr15.0
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VIT-003933Fri Nov 13, 2026 08:56 AMhr91.0
VIT-003934Fri Nov 13, 2026 08:56 AMmap84.0
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Medications, orders, echo, history (9)

Notes

History and physical · DOC-000131 · Dr. Keira Upfield (resident) · Mon Nov 09, 2026 07:36 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
… ing: Dr. Wes Merriweather History of present illness: 67-year-old woman admitted with acute on chronic diastolic heart failure. Hospital course complicated by bleeding from the surgical drain. Past medical history: heart failure with preserved ejection fraction, hyperlipidemia. Review of systems otherwise negative. Exam: Lungs: scattered crackles at …
Source document DOC-000131: History and physical (synthetic)
HISTORY AND PHYSICAL
Patient: Sana Pemberton   MRN: MRN35397651   Admitted: 2026-11-09 16:36
Service: Cardiology   Attending: Dr. Wes Merriweather

History of present illness: 67-year-old woman admitted with acute on chronic diastolic heart failure. Hospital course complicated by bleeding from the surgical drain.
Past medical history: heart failure with preserved ejection fraction, hyperlipidemia.
Review of systems otherwise negative.
Exam: Lungs: scattered crackles at the bases, no distress.
Assessment and plan:
1. Acute on chronic diastolic heart failure: diuresis and daily weights; monitor electrolytes.

Nutrition assessment · DOC-000129 · Vera Pemberton, RD (dietitian) · Tue Nov 10, 2026 07:36 PM

Cited facts from this note (6)
fat_loss
none · cited p. 1, line 7 · confidence 0.90
Show source for fat_loss
… : acute illness Intake: estimated energy intake 60% of needs for 9 days. 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: at risk; continue calorie counts.
fluid_accumulation
none · cited p. 1, line 7 · confidence 0.90
Show source for fluid_accumulation
… 60% of needs for 9 days. 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: at risk; continue calorie counts.
intake_days
9 · cited p. 1, line 5 · confidence 0.95
Show source for intake_days
NUTRITION ASSESSMENT (Registered Dietitian) Patient: Sana Pemberton MRN: MRN35397651 Context: acute illness Intake: estimated energy intake 60% of needs for 9 days. Weight history: weight stable over the past 3 months. Nutrition-focused physical exam: no loss of subcutaneous fat; no muscle wasting; no fluid accumulation. …
intake_pct
60 · cited p. 1, line 5 · confidence 0.95
Show source for intake_pct
NUTRITION ASSESSMENT (Registered Dietitian) Patient: Sana Pemberton MRN: MRN35397651 Context: acute illness Intake: estimated energy intake 60% of needs for 9 days. 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
… ated energy intake 60% of needs for 9 days. 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: at risk; continue calorie counts.
nutrition_context
acute · cited p. 1, line 4 · confidence 0.95
Show source for nutrition_context
NUTRITION ASSESSMENT (Registered Dietitian) Patient: Sana Pemberton MRN: MRN35397651 Context: acute illness Intake: estimated energy intake 60% of needs for 9 days. Weight history: weight stable over the past 3 months. Nutrition-focused physical exam: no loss of subc …
Source document DOC-000129: Nutrition assessment (synthetic)
NUTRITION ASSESSMENT (Registered Dietitian)
Patient: Sana Pemberton   MRN: MRN35397651

Context: acute illness
Intake: estimated energy intake 60% of needs for 9 days.
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: at risk; continue calorie counts.

Wound care note · DOC-000130 · Elena Jessup, RN, CWOCN (wound_nurse) · Tue Nov 10, 2026 07:36 PM

Cited facts from this note (2)
wound_site
sacral · cited p. 1, line 4 · confidence 0.95
Show source for wound_site
WOUND CARE NOTE Patient: Sana Pemberton MRN: MRN35397651 Location: sacrum Stage: 4 (NPIAP) Description: full-thickness tissue loss with palpable bone. Size: 2.1 x 3.8 x 0.7 cm. Plan: offloading every 2 hours, foam dressing, nutrition …
wound_stage
4 · cited p. 1, line 5 · confidence 0.95
Show source for wound_stage
WOUND CARE NOTE Patient: Sana Pemberton MRN: MRN35397651 Location: sacrum Stage: 4 (NPIAP) Description: full-thickness tissue loss with palpable bone. Size: 2.1 x 3.8 x 0.7 cm. Plan: offloading every 2 hours, foam dressing, nutrition consult.
Source document DOC-000130: Wound care note (synthetic)
WOUND CARE NOTE
Patient: Sana Pemberton   MRN: MRN35397651

Location: sacrum
Stage: 4 (NPIAP)
Description: full-thickness tissue loss with palpable bone.
Size: 2.1 x 3.8 x 0.7 cm.
Plan: offloading every 2 hours, foam dressing, nutrition consult.

Progress note · DOC-000132 · Dr. Keira Upfield (resident) · Fri Nov 13, 2026 02:55 PM · awaiting cosign

Source document DOC-000132: Progress note (synthetic)
PROGRESS NOTE (Resident)
Patient: Sana Pemberton   MRN: MRN35397651   Hospital day 4

Subjective: resting, tolerating diet.
Objective: vitals and labs reviewed in the flowsheet.
Assessment and plan:
1. Acute on chronic diastolic heart failure: continue current management.
2. Malnutrition: dietitian following.

Resident: Dr. Keira Upfield   Attending cosign: pending