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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-00126: Yusuf Pemberton

63M · MRN26877064 · Hospital Medicine · admitted Thu Nov 05, 2026 02:37 PM · discharged Tue Nov 10, 2026 11:27 AM · attending Dr. Gideon Zeller · resident Dr. Noor Halvorsen · 176 cm, 64.0 kg

Documented diagnoses (current)

  • Principal: “community-acquired pneumonia” · J18.9 Pneumonia, unspecified organism
  • “severe malnutrition” · E43 Unspecified severe protein-calorie malnutrition
  • “hyperlipidemia” · E78.5 Hyperlipidemia, unspecified

Illustrative grouping now: MS-DRG 193 Simple pneumonia and pleurisy with MCC. If every open specificity/validation gap were answered as the criteria suggest: MS-DRG 193.

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=1.031, 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=1.031, t.ratio_s3=3.0, creat_peak=1.0, 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=1.031, 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 not met No gap Not documented and not supported.
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=M, hgb_nadir=13.44, t.hb_m=13, t.hb_f=12 false
derived: acute_fall hgb_drop >= t.drop_major or prbc_units >= t.prbc_major hgb_drop=0.3, t.drop_major=2.0, prbc_units=0, t.prbc_major=2 false
outcome: met bleeding_documented and anaemic and acute_fall bleeding_documented=False, anaemic=False, acute_fall=False false
outcome: anaemia_only anaemic and hgb_drop < t.drop_min and prbc_units == 0 anaemic=False, hgb_drop=0.3, t.drop_min=1.0, prbc_units=0 false
outcome: not_anaemic present(hgb_nadir) and not anaemic hgb_nadir=13.44, anaemic=False 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=258, t.chronic_days=90 true
derived: staging_egfr max(egfr_early, egfr_late) egfr_early=86.6, egfr_late=87.7 87.7
derived: both_below_60 egfr_early < t.g2 and egfr_late < t.g2 egfr_early=86.6, t.g2=60, egfr_late=87.7 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=87.7, 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=86.6, egfr_late=87.7, t.g2=60 false
outcome: g1_g2 staging_egfr >= t.g2 staging_egfr=87.7, t.g2=60 true
Heart failure Clinical judgement required No gap Not documented; only one acute indicator; acuity needs clinical judgement.
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=unknown, t.bnp=100, ntprobnp_max=unknown, t.ntprobnp=300 false
derived: acute_count count(iv_loop_diuretic, np_elevated, new_o2) iv_loop_diuretic=False, np_elevated=False, new_o2=True 1
derived: hf_type case(lvef <= t.ref, 'systolic', lvef >= t.pres, 'diastolic', 'midrange') lvef=unknown, t.ref=40, t.pres=50 unknown
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=unknown, 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=1, hf_history=False unknown
outcome: improved_ef improved improved=False false
outcome: midrange hf_type == 'midrange' hf_type=unknown unknown
outcome: sys_aoc hf_type == 'systolic' and acuity == 'acute on chronic' hf_type=unknown, acuity=unknown unknown
outcome: sys_acute hf_type == 'systolic' and acuity == 'acute' hf_type=unknown, acuity=unknown unknown
outcome: sys_chronic hf_type == 'systolic' and acuity == 'chronic' hf_type=unknown, acuity=unknown unknown
outcome: dia_aoc hf_type == 'diastolic' and acuity == 'acute on chronic' hf_type=unknown, acuity=unknown unknown
outcome: dia_acute hf_type == 'diastolic' and acuity == 'acute' hf_type=unknown, acuity=unknown unknown
outcome: dia_chronic hf_type == 'diastolic' and acuity == 'chronic' hf_type=unknown, acuity=unknown unknown
outcome: one_indicator acute_count == 1 acute_count=1 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=139.0, 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=139.0, t.low=135, na_low_count=0, t.repeat=2, na_treated=False false
outcome: untreated na_min < t.low na_min=139.0, t.low=135 false
outcome: not_met na_min >= t.low na_min=139.0, t.low=135 true
Malnutrition Criteria met Clinical validation gap Documented “severe malnutrition” (E43) conflicts with what the criteria support (Moderate (non-severe) protein-calorie malnutrition (acute illness context), E44.0).
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=12.0, 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=12.0, 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=30.0, wt_loss_pct=3.0 false
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=30.0, wt_loss_pct=3.0 false
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=12.0, 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=12.0, 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=30.0, wt_loss_pct=3.0 false
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=30.0, wt_loss_pct=3.0 false
derived: n_assessed known(intake_pct, wt_loss_pct, fat_loss, muscle_loss, fluid, grip_reduced) intake_pct=60.0, wt_loss_pct=3.0, fat_loss=1, muscle_loss=1, fluid=0, grip_reduced=unknown 5
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=False, fat_loss=1, muscle_loss=1, fluid=0, grip_reduced=unknown, c_sev_intake=False, c_sev_wt=False 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=False, a_mod_wt=False, fat_loss=1, muscle_loss=1, fluid=0, grip_reduced=unknown, c_sev_intake=False, c_mod_intake=False, c_sev_wt=False, c_mod_wt=False 3
outcome: severe n_severe >= 2 n_severe=0 false
outcome: moderate n_moderate >= 2 n_moderate=3 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=63, t.adult=20 false
outcome: class3 bmi >= t.c3 bmi=20.7, t.c3=40 false
outcome: class2 bmi >= t.c2 bmi=20.7, t.c2=35 false
outcome: class1 bmi >= t.c1 bmi=20.7, t.c1=30 false
outcome: not_met bmi < t.c1 bmi=20.7, 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 met Specificity gap Criteria support Acute respiratory failure with hypoxia (J96.01); no corresponding diagnosis is documented.
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=86.0, 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=86.0, t.spo2_ra=88, pao2_min_ra=unknown, t.pao2=60, pf_min=unknown, t.pf=300 true
derived: distress coalesce(rr_max >= t.rr_distress, false) or coalesce(wob_increased, false) or adv_resp_support rr_max=30.0, t.rr_distress=28, wob_increased=unknown, adv_resp_support=False true
outcome: chronic_baseline home_o2 and hypoxemia home_o2=False, hypoxemia=True false
outcome: met hypoxemia and distress hypoxemia=True, distress=True 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=37.6, t.t_hi=38, temp_min_48h=36.7, t.t_lo=36 false
derived: sirs_hr coalesce(hr_max_48h > t.hr, false) hr_max_48h=86.0, 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=30.0, t.rr=20, paco2_min_48h=unknown, t.paco2=32 true
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=8.91, t.wbc_hi=12, wbc_min_48h=6.75, 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=True, sirs_wbc=False 1
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=209.0 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=0.9 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=79.0 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=1.0 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=0.97 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=True, sofa_delta=0, t.sofa_delta=2 false
derived: sepsis2 infection_documented and sirs_count >= t.sirs_min infection_documented=True, sirs_count=1, 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=True false
outcome: septic_shock shock shock=False false
outcome: both sepsis3 and sepsis2 sepsis3=False, sepsis2=False false
outcome: sepsis3_only sepsis3 sepsis3=False false
outcome: definitions_disagree sepsis2 sepsis2=False false
outcome: neither true — true

Structured data

Labs (33)
Labs (pre-admission rows are outpatient values)
RowWhenTestValue
LAB-004263Fri Nov 28, 2025 09:15 AMcreatinine0.98 mg/dL
LAB-004264Fri Aug 14, 2026 10:05 AMcreatinine0.97 mg/dL
LAB-004265Thu Nov 05, 2026 03:37 PMcreatinine1.0 mg/dL
LAB-004271Thu Nov 05, 2026 03:37 PMsodium141.0 mmol/L
LAB-004277Thu Nov 05, 2026 03:37 PMhemoglobin13.71 g/dL
LAB-004283Thu Nov 05, 2026 03:37 PMwbc6.75 x10^3/uL
LAB-004284Thu Nov 05, 2026 03:37 PMplatelets209.0 x10^3/uL
LAB-004295Thu Nov 05, 2026 03:37 PMbilirubin0.9 mg/dL
LAB-004266Fri Nov 06, 2026 05:00 AMcreatinine0.99 mg/dL
LAB-004272Fri Nov 06, 2026 05:00 AMsodium141.0 mmol/L
LAB-004278Fri Nov 06, 2026 05:00 AMhemoglobin13.56 g/dL
LAB-004285Fri Nov 06, 2026 05:00 AMwbc8.91 x10^3/uL
LAB-004286Fri Nov 06, 2026 05:00 AMplatelets255.0 x10^3/uL
LAB-004267Sat Nov 07, 2026 05:00 AMcreatinine0.97 mg/dL
LAB-004273Sat Nov 07, 2026 05:00 AMsodium139.0 mmol/L
LAB-004279Sat Nov 07, 2026 05:00 AMhemoglobin13.45 g/dL
LAB-004287Sat Nov 07, 2026 05:00 AMwbc8.34 x10^3/uL
LAB-004288Sat Nov 07, 2026 05:00 AMplatelets267.0 x10^3/uL
LAB-004268Sun Nov 08, 2026 05:00 AMcreatinine0.98 mg/dL
LAB-004274Sun Nov 08, 2026 05:00 AMsodium139.0 mmol/L
LAB-004280Sun Nov 08, 2026 05:00 AMhemoglobin13.44 g/dL
LAB-004289Sun Nov 08, 2026 05:00 AMwbc10.76 x10^3/uL
LAB-004290Sun Nov 08, 2026 05:00 AMplatelets181.0 x10^3/uL
LAB-004269Mon Nov 09, 2026 05:00 AMcreatinine0.99 mg/dL
LAB-004275Mon Nov 09, 2026 05:00 AMsodium139.0 mmol/L
LAB-004281Mon Nov 09, 2026 05:00 AMhemoglobin13.83 g/dL
LAB-004291Mon Nov 09, 2026 05:00 AMwbc10.23 x10^3/uL
LAB-004292Mon Nov 09, 2026 05:00 AMplatelets302.0 x10^3/uL
LAB-004270Tue Nov 10, 2026 05:00 AMcreatinine0.98 mg/dL
LAB-004276Tue Nov 10, 2026 05:00 AMsodium140.0 mmol/L
LAB-004282Tue Nov 10, 2026 05:00 AMhemoglobin13.59 g/dL
LAB-004293Tue Nov 10, 2026 05:00 AMwbc7.04 x10^3/uL
LAB-004294Tue Nov 10, 2026 05:00 AMplatelets184.0 x10^3/uL
Vitals (105)
Vitals
RowWhenKindValueDetail
VIT-012224Thu Nov 05, 2026 02:57 PMspo286.0room air
VIT-012225Thu Nov 05, 2026 02:57 PMrr30.0
VIT-012269Thu Nov 05, 2026 02:57 PMtemp_c36.8
VIT-012270Thu Nov 05, 2026 02:57 PMhr70.0
VIT-012271Thu Nov 05, 2026 02:57 PMmap79.0
VIT-012272Thu Nov 05, 2026 02:57 PMgcs15.0
VIT-012226Thu Nov 05, 2026 03:07 PMo2_lpm4.0nasal cannula
VIT-012227Thu Nov 05, 2026 10:57 PMspo292.0nasal cannula
VIT-012228Thu Nov 05, 2026 10:57 PMrr26.0
VIT-012229Thu Nov 05, 2026 10:57 PMo2_lpm4.0nasal cannula
VIT-012273Thu Nov 05, 2026 10:57 PMtemp_c37.4
VIT-012274Thu Nov 05, 2026 10:57 PMhr86.0
VIT-012275Thu Nov 05, 2026 10:57 PMmap87.0
VIT-012276Thu Nov 05, 2026 10:57 PMgcs15.0
VIT-012230Fri Nov 06, 2026 06:57 AMspo294.0nasal cannula
VIT-012231Fri Nov 06, 2026 06:57 AMrr21.0
VIT-012232Fri Nov 06, 2026 06:57 AMo2_lpm4.0nasal cannula
VIT-012277Fri Nov 06, 2026 06:57 AMtemp_c37.4
VIT-012278Fri Nov 06, 2026 06:57 AMhr79.0
VIT-012279Fri Nov 06, 2026 06:57 AMmap85.0
VIT-012280Fri Nov 06, 2026 06:57 AMgcs15.0
VIT-012233Fri Nov 06, 2026 02:57 PMspo292.0nasal cannula
VIT-012234Fri Nov 06, 2026 02:57 PMrr23.0
VIT-012235Fri Nov 06, 2026 02:57 PMo2_lpm4.0nasal cannula
VIT-012281Fri Nov 06, 2026 02:57 PMtemp_c37.6
VIT-012282Fri Nov 06, 2026 02:57 PMhr74.0
VIT-012283Fri Nov 06, 2026 02:57 PMmap87.0
VIT-012284Fri Nov 06, 2026 02:57 PMgcs15.0
VIT-012236Fri Nov 06, 2026 10:57 PMspo295.0nasal cannula
VIT-012237Fri Nov 06, 2026 10:57 PMrr24.0
VIT-012238Fri Nov 06, 2026 10:57 PMo2_lpm4.0nasal cannula
VIT-012285Fri Nov 06, 2026 10:57 PMtemp_c37.1
VIT-012286Fri Nov 06, 2026 10:57 PMhr86.0
VIT-012287Fri Nov 06, 2026 10:57 PMmap80.0
VIT-012288Fri Nov 06, 2026 10:57 PMgcs15.0
VIT-012239Sat Nov 07, 2026 06:57 AMspo292.0nasal cannula
VIT-012240Sat Nov 07, 2026 06:57 AMrr23.0
VIT-012241Sat Nov 07, 2026 06:57 AMo2_lpm2.0nasal cannula
VIT-012289Sat Nov 07, 2026 06:57 AMtemp_c36.7
VIT-012290Sat Nov 07, 2026 06:57 AMhr74.0
VIT-012291Sat Nov 07, 2026 06:57 AMmap89.0
VIT-012292Sat Nov 07, 2026 06:57 AMgcs15.0
VIT-012242Sat Nov 07, 2026 02:57 PMspo294.0nasal cannula
VIT-012243Sat Nov 07, 2026 02:57 PMrr24.0
VIT-012244Sat Nov 07, 2026 02:57 PMo2_lpm4.0nasal cannula
VIT-012293Sat Nov 07, 2026 02:57 PMtemp_c37.5
VIT-012294Sat Nov 07, 2026 02:57 PMhr72.0
VIT-012295Sat Nov 07, 2026 02:57 PMmap78.0
VIT-012296Sat Nov 07, 2026 02:57 PMgcs15.0
VIT-012245Sat Nov 07, 2026 10:57 PMspo291.0nasal cannula
VIT-012246Sat Nov 07, 2026 10:57 PMrr24.0
VIT-012247Sat Nov 07, 2026 10:57 PMo2_lpm2.0nasal cannula
VIT-012297Sat Nov 07, 2026 10:57 PMtemp_c37.2
VIT-012298Sat Nov 07, 2026 10:57 PMhr90.0
VIT-012299Sat Nov 07, 2026 10:57 PMmap76.0
VIT-012300Sat Nov 07, 2026 10:57 PMgcs15.0
VIT-012248Sun Nov 08, 2026 06:57 AMspo292.0nasal cannula
VIT-012249Sun Nov 08, 2026 06:57 AMrr23.0
VIT-012250Sun Nov 08, 2026 06:57 AMo2_lpm3.0nasal cannula
VIT-012301Sun Nov 08, 2026 06:57 AMtemp_c36.7
VIT-012302Sun Nov 08, 2026 06:57 AMhr76.0
VIT-012303Sun Nov 08, 2026 06:57 AMmap78.0
VIT-012304Sun Nov 08, 2026 06:57 AMgcs15.0
VIT-012251Sun Nov 08, 2026 02:57 PMspo295.0nasal cannula
VIT-012252Sun Nov 08, 2026 02:57 PMrr21.0
VIT-012253Sun Nov 08, 2026 02:57 PMo2_lpm4.0nasal cannula
VIT-012305Sun Nov 08, 2026 02:57 PMtemp_c36.6
VIT-012306Sun Nov 08, 2026 02:57 PMhr74.0
VIT-012307Sun Nov 08, 2026 02:57 PMmap88.0
VIT-012308Sun Nov 08, 2026 02:57 PMgcs15.0
VIT-012254Sun Nov 08, 2026 10:57 PMspo293.0nasal cannula
VIT-012255Sun Nov 08, 2026 10:57 PMrr20.0
VIT-012256Sun Nov 08, 2026 10:57 PMo2_lpm3.0nasal cannula
VIT-012309Sun Nov 08, 2026 10:57 PMtemp_c36.9
VIT-012310Sun Nov 08, 2026 10:57 PMhr75.0
VIT-012311Sun Nov 08, 2026 10:57 PMmap79.0
VIT-012312Sun Nov 08, 2026 10:57 PMgcs15.0
VIT-012257Mon Nov 09, 2026 06:57 AMspo291.0nasal cannula
VIT-012258Mon Nov 09, 2026 06:57 AMrr20.0
VIT-012259Mon Nov 09, 2026 06:57 AMo2_lpm2.0nasal cannula
VIT-012313Mon Nov 09, 2026 06:57 AMtemp_c37.1
VIT-012314Mon Nov 09, 2026 06:57 AMhr89.0
VIT-012315Mon Nov 09, 2026 06:57 AMmap92.0
VIT-012316Mon Nov 09, 2026 06:57 AMgcs15.0
VIT-012260Mon Nov 09, 2026 02:57 PMspo291.0nasal cannula
VIT-012261Mon Nov 09, 2026 02:57 PMrr23.0
VIT-012262Mon Nov 09, 2026 02:57 PMo2_lpm4.0nasal cannula
VIT-012317Mon Nov 09, 2026 02:57 PMtemp_c36.7
VIT-012318Mon Nov 09, 2026 02:57 PMhr75.0
VIT-012319Mon Nov 09, 2026 02:57 PMmap82.0
VIT-012320Mon Nov 09, 2026 02:57 PMgcs15.0
VIT-012263Mon Nov 09, 2026 10:57 PMspo293.0nasal cannula
VIT-012264Mon Nov 09, 2026 10:57 PMrr25.0
VIT-012265Mon Nov 09, 2026 10:57 PMo2_lpm4.0nasal cannula
VIT-012321Mon Nov 09, 2026 10:57 PMtemp_c37.4
VIT-012322Mon Nov 09, 2026 10:57 PMhr68.0
VIT-012323Mon Nov 09, 2026 10:57 PMmap82.0
VIT-012324Mon Nov 09, 2026 10:57 PMgcs15.0
VIT-012266Tue Nov 10, 2026 06:57 AMspo294.0nasal cannula
VIT-012267Tue Nov 10, 2026 06:57 AMrr20.0
VIT-012268Tue Nov 10, 2026 06:57 AMo2_lpm2.0nasal cannula
VIT-012325Tue Nov 10, 2026 06:57 AMtemp_c37.3
VIT-012326Tue Nov 10, 2026 06:57 AMhr71.0
VIT-012327Tue Nov 10, 2026 06:57 AMmap84.0
VIT-012328Tue Nov 10, 2026 06:57 AMgcs15.0
Medications, orders, echo, history (4)

Notes

History and physical · DOC-000426 · Dr. Noor Halvorsen (resident) · Thu Nov 05, 2026 05:37 PM

Cited facts from this note (1)
infection_source
right lower lobe pneumonia · cited p. 1, line 5 · confidence 0.85
Show source for infection_source
… ce: Hospital Medicine Attending: Dr. Gideon Zeller History of present illness: 63-year-old man admitted with community-acquired pneumonia. Chest x-ray shows right lower lobe pneumonia; blood cultures drawn and ceftriaxone started. Past medical history: hyperlipidemia. Review of systems otherwise negative. Exam: Lungs: labored respirations. A …
Source document DOC-000426: History and physical (synthetic)
HISTORY AND PHYSICAL
Patient: Yusuf Pemberton   MRN: MRN26877064   Admitted: 2026-11-05 14:37
Service: Hospital Medicine   Attending: Dr. Gideon Zeller

History of present illness: 63-year-old man admitted with community-acquired pneumonia. Chest x-ray shows right lower lobe pneumonia; blood cultures drawn and ceftriaxone started.
Past medical history: hyperlipidemia.
Review of systems otherwise negative.
Exam: Lungs: labored respirations.
Assessment and plan:
1. Community-acquired pneumonia: antibiotics.

Nutrition assessment · DOC-000425 · Vera Pemberton, RD (dietitian) · Fri Nov 06, 2026 05:37 PM

Cited facts from this note (8)
fat_loss
mild · cited p. 1, line 7 · confidence 0.90
Show source for fat_loss
… Context: acute illness Intake: estimated energy intake 60% of needs for 12 days. Weight history: 3% weight loss over 30 days. Nutrition-focused physical exam: mild loss of subcutaneous fat; mild muscle wasting; no fluid accumulation. Grip strength: not assessed. Assessment: meets criteria for non-severe (moderate) malnutrition.
fluid_accumulation
none · cited p. 1, line 7 · confidence 0.90
Show source for fluid_accumulation
… ake 60% of needs for 12 days. Weight history: 3% weight loss over 30 days. Nutrition-focused physical exam: mild loss of subcutaneous fat; mild muscle wasting; no fluid accumulation. Grip strength: not assessed. Assessment: meets criteria for non-severe (moderate) malnutrition.
intake_days
12 · cited p. 1, line 5 · confidence 0.95
Show source for intake_days
NUTRITION ASSESSMENT (Registered Dietitian) Patient: Yusuf Pemberton MRN: MRN26877064 Context: acute illness Intake: estimated energy intake 60% of needs for 12 days. Weight history: 3% weight loss over 30 days. Nutrition-focused physical exam: mild loss of subcutaneous fat; mild muscle wasting; no fluid accumulation. Grip …
intake_pct
60 · cited p. 1, line 5 · confidence 0.95
Show source for intake_pct
NUTRITION ASSESSMENT (Registered Dietitian) Patient: Yusuf Pemberton MRN: MRN26877064 Context: acute illness Intake: estimated energy intake 60% of needs for 12 days. Weight history: 3% weight loss over 30 days. Nutrition-focused physical exam: mild loss of subcutaneous fat; mild muscle wasting; no fluid accumulation. Grip …
muscle_loss
mild · cited p. 1, line 7 · confidence 0.90
Show source for muscle_loss
… estimated energy intake 60% of needs for 12 days. Weight history: 3% weight loss over 30 days. Nutrition-focused physical exam: mild loss of subcutaneous fat; mild muscle wasting; no fluid accumulation. Grip strength: not assessed. Assessment: meets criteria for non-severe (moderate) malnutrition.
nutrition_context
acute · cited p. 1, line 4 · confidence 0.95
Show source for nutrition_context
NUTRITION ASSESSMENT (Registered Dietitian) Patient: Yusuf Pemberton MRN: MRN26877064 Context: acute illness Intake: estimated energy intake 60% of needs for 12 days. Weight history: 3% weight loss over 30 days. Nutrition-focused physical exam: mild loss of subcutaneo …
weight_loss_days
30 · cited p. 1, line 6 · confidence 0.95
Show source for weight_loss_days
… stered Dietitian) Patient: Yusuf Pemberton MRN: MRN26877064 Context: acute illness Intake: estimated energy intake 60% of needs for 12 days. Weight history: 3% weight loss over 30 days. Nutrition-focused physical exam: mild loss of subcutaneous fat; mild muscle wasting; no fluid accumulation. Grip strength: not assessed. Assessment: meets cri …
weight_loss_pct
3 · cited p. 1, line 6 · confidence 0.95
Show source for weight_loss_pct
… stered Dietitian) Patient: Yusuf Pemberton MRN: MRN26877064 Context: acute illness Intake: estimated energy intake 60% of needs for 12 days. Weight history: 3% weight loss over 30 days. Nutrition-focused physical exam: mild loss of subcutaneous fat; mild muscle wasting; no fluid accumulation. Grip strength: not assessed. Assessment: meets cri …
Source document DOC-000425: Nutrition assessment (synthetic)
NUTRITION ASSESSMENT (Registered Dietitian)
Patient: Yusuf Pemberton   MRN: MRN26877064

Context: acute illness
Intake: estimated energy intake 60% of needs for 12 days.
Weight history: 3% weight loss over 30 days.
Nutrition-focused physical exam: mild loss of subcutaneous fat; mild muscle wasting; no fluid accumulation.
Grip strength: not assessed.
Assessment: meets criteria for non-severe (moderate) malnutrition.

Progress note · DOC-000427 · Dr. Noor Halvorsen (resident) · Sat Nov 07, 2026 05:37 PM

Source document DOC-000427: Progress note (synthetic)
PROGRESS NOTE (Resident)
Patient: Yusuf Pemberton   MRN: MRN26877064   Hospital day 3

Subjective: resting, tolerating diet.
Objective: vitals and labs reviewed in the flowsheet.
Assessment and plan:
1. Community-acquired pneumonia: continue current management.
2. Severe malnutrition: dietitian following, supplements.

Resident: Dr. Noor Halvorsen   Attending cosign: completed

Discharge summary · DOC-000428 · Dr. Gideon Zeller (attending) · Tue Nov 10, 2026 11:27 AM

Source document DOC-000428: Discharge summary (synthetic)
DISCHARGE SUMMARY
Patient: Yusuf Pemberton   MRN: MRN26877064
Admitted 2026-11-05; discharged 2026-11-10.

Discharge diagnoses:
- community-acquired pneumonia
- severe malnutrition
- hyperlipidemia

Disposition: home with follow-up.