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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-00141: Farah Juniper

49F · MRN21924184 · Hospital Medicine · admitted Wed Oct 28, 2026 02:22 PM · discharged Tue Nov 03, 2026 04:22 PM · attending Dr. Wes Merriweather · resident Dr. Elena Nakashima · 170 cm, 61.3 kg

Documented diagnoses (current)

  • Principal: “community-acquired pneumonia” · J18.9 Pneumonia, unspecified organism
  • “worsening renal function” · N28.9 Disorder of kidney and ureter, unspecified (renal insufficiency)
  • “chronic diastolic heart failure” · I50.32 Chronic diastolic (congestive) heart failure
  • “type 2 diabetes” · E11.9 Type 2 diabetes mellitus without complications

Illustrative grouping now: MS-DRG 194 Simple pneumonia and pleurisy with CC. 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 Clinical judgement required Clinical judgement required Clinical judgement required: AKI criteria met only against a presumed baseline (no pre-admission creatinine on file).
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=1.785, 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 true
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=True, creat_ratio=1.785, t.ratio_s3=3.0, creat_peak=1.66, 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=1.785, 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=True 1
derived: baseline_independent creat_baseline_known or creat_rise_48h >= t.rise_abs or rrt_started creat_baseline_known=False, creat_rise_48h=0.02, t.rise_abs=0.3, rrt_started=False false
outcome: aki_staged stage >= 1 and baseline_independent stage=1, baseline_independent=False false
outcome: aki_presumed_baseline stage >= 1 stage=1 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=F, hgb_nadir=13.28, 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=0.4, 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=0.4, t.drop_min=1.0, prbc_units=0 false
outcome: not_anaemic present(hgb_nadir) and not anaemic hgb_nadir=13.28, anaemic=False true
Chronic kidney disease Insufficient data No gap Insufficient data: the criteria could not be applied.
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=0, egfr_span_days=unknown, t.chronic_days=90 false
derived: staging_egfr max(egfr_early, egfr_late) egfr_early=unknown, egfr_late=unknown unknown
derived: both_below_60 egfr_early < t.g2 and egfr_late < t.g2 egfr_early=unknown, t.g2=60, egfr_late=unknown unknown
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=unknown, t.g2=60, t.g3a=45, t.g3b=30, t.g4=15 unknown
outcome: duration_not_shown not chronic chronic=False true
Heart failure Criteria met Specificity gap Documented “chronic diastolic heart failure” (I50.32); criteria support the more specific Acute on chronic diastolic (HFpEF) heart failure (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=2280.0, 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=64.0, 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=64.0, 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 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=49, t.adult=20 false
outcome: class3 bmi >= t.c3 bmi=21.2, t.c3=40 false
outcome: class2 bmi >= t.c2 bmi=21.2, t.c2=35 false
outcome: class1 bmi >= t.c1 bmi=21.2, t.c1=30 false
outcome: not_met bmi < t.c1 bmi=21.2, 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=37.2, 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=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=18.0, 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=10.69, t.wbc_hi=12, wbc_min_48h=6.33, 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=202.0 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=0.62 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=83.0 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=1.66 1
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=0.93 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=1, sofa_renal_baseline=0 1
derived: sepsis3 infection_documented and sofa_delta >= t.sofa_delta infection_documented=True, sofa_delta=1, t.sofa_delta=2 false
derived: sepsis2 infection_documented and sirs_count >= t.sirs_min infection_documented=True, 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=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 (37)
Labs (pre-admission rows are outpatient values)
RowWhenTestValue
LAB-004806Wed Oct 28, 2026 03:22 PMcreatinine1.66 mg/dL
LAB-004813Wed Oct 28, 2026 03:22 PMbnp2280.0 pg/mL
LAB-004814Wed Oct 28, 2026 03:22 PMsodium138.0 mmol/L
LAB-004821Wed Oct 28, 2026 03:22 PMhemoglobin13.7 g/dL
LAB-004828Wed Oct 28, 2026 03:22 PMwbc6.33 x10^3/uL
LAB-004829Wed Oct 28, 2026 03:22 PMplatelets229.0 x10^3/uL
LAB-004842Wed Oct 28, 2026 03:22 PMbilirubin0.62 mg/dL
LAB-004807Thu Oct 29, 2026 05:00 AMcreatinine1.38 mg/dL
LAB-004815Thu Oct 29, 2026 05:00 AMsodium141.0 mmol/L
LAB-004822Thu Oct 29, 2026 05:00 AMhemoglobin13.58 g/dL
LAB-004830Thu Oct 29, 2026 05:00 AMwbc10.69 x10^3/uL
LAB-004831Thu Oct 29, 2026 05:00 AMplatelets231.0 x10^3/uL
LAB-004808Fri Oct 30, 2026 05:00 AMcreatinine1.16 mg/dL
LAB-004816Fri Oct 30, 2026 05:00 AMsodium141.0 mmol/L
LAB-004823Fri Oct 30, 2026 05:00 AMhemoglobin13.39 g/dL
LAB-004832Fri Oct 30, 2026 05:00 AMwbc10.31 x10^3/uL
LAB-004833Fri Oct 30, 2026 05:00 AMplatelets202.0 x10^3/uL
LAB-004809Sat Oct 31, 2026 05:00 AMcreatinine1.03 mg/dL
LAB-004817Sat Oct 31, 2026 05:00 AMsodium140.0 mmol/L
LAB-004824Sat Oct 31, 2026 05:00 AMhemoglobin13.59 g/dL
LAB-004834Sat Oct 31, 2026 05:00 AMwbc8.92 x10^3/uL
LAB-004835Sat Oct 31, 2026 05:00 AMplatelets271.0 x10^3/uL
LAB-004810Sun Nov 01, 2026 05:00 AMcreatinine0.95 mg/dL
LAB-004818Sun Nov 01, 2026 05:00 AMsodium142.0 mmol/L
LAB-004825Sun Nov 01, 2026 05:00 AMhemoglobin13.28 g/dL
LAB-004836Sun Nov 01, 2026 05:00 AMwbc10.62 x10^3/uL
LAB-004837Sun Nov 01, 2026 05:00 AMplatelets207.0 x10^3/uL
LAB-004811Mon Nov 02, 2026 05:00 AMcreatinine0.93 mg/dL
LAB-004819Mon Nov 02, 2026 05:00 AMsodium141.0 mmol/L
LAB-004826Mon Nov 02, 2026 05:00 AMhemoglobin13.28 g/dL
LAB-004838Mon Nov 02, 2026 05:00 AMwbc10.42 x10^3/uL
LAB-004839Mon Nov 02, 2026 05:00 AMplatelets175.0 x10^3/uL
LAB-004812Tue Nov 03, 2026 05:00 AMcreatinine0.95 mg/dL
LAB-004820Tue Nov 03, 2026 05:00 AMsodium136.0 mmol/L
LAB-004827Tue Nov 03, 2026 05:00 AMhemoglobin13.66 g/dL
LAB-004840Tue Nov 03, 2026 05:00 AMwbc7.29 x10^3/uL
LAB-004841Tue Nov 03, 2026 05:00 AMplatelets295.0 x10^3/uL
Vitals (114)
Vitals
RowWhenKindValueDetail
VIT-013815Wed Oct 28, 2026 02:42 PMspo297.0room air
VIT-013816Wed Oct 28, 2026 02:42 PMrr14.0
VIT-013853Wed Oct 28, 2026 02:42 PMtemp_c37.2
VIT-013854Wed Oct 28, 2026 02:42 PMhr72.0
VIT-013855Wed Oct 28, 2026 02:42 PMmap89.0
VIT-013856Wed Oct 28, 2026 02:42 PMgcs15.0
VIT-013817Wed Oct 28, 2026 10:42 PMspo299.0room air
VIT-013818Wed Oct 28, 2026 10:42 PMrr17.0
VIT-013857Wed Oct 28, 2026 10:42 PMtemp_c37.1
VIT-013858Wed Oct 28, 2026 10:42 PMhr76.0
VIT-013859Wed Oct 28, 2026 10:42 PMmap87.0
VIT-013860Wed Oct 28, 2026 10:42 PMgcs15.0
VIT-013819Thu Oct 29, 2026 06:42 AMspo294.0room air
VIT-013820Thu Oct 29, 2026 06:42 AMrr18.0
VIT-013861Thu Oct 29, 2026 06:42 AMtemp_c37.1
VIT-013862Thu Oct 29, 2026 06:42 AMhr81.0
VIT-013863Thu Oct 29, 2026 06:42 AMmap89.0
VIT-013864Thu Oct 29, 2026 06:42 AMgcs15.0
VIT-013821Thu Oct 29, 2026 02:42 PMspo299.0room air
VIT-013822Thu Oct 29, 2026 02:42 PMrr18.0
VIT-013865Thu Oct 29, 2026 02:42 PMtemp_c36.7
VIT-013866Thu Oct 29, 2026 02:42 PMhr89.0
VIT-013867Thu Oct 29, 2026 02:42 PMmap91.0
VIT-013868Thu Oct 29, 2026 02:42 PMgcs15.0
VIT-013823Thu Oct 29, 2026 10:42 PMspo295.0room air
VIT-013824Thu Oct 29, 2026 10:42 PMrr14.0
VIT-013869Thu Oct 29, 2026 10:42 PMtemp_c36.5
VIT-013870Thu Oct 29, 2026 10:42 PMhr88.0
VIT-013871Thu Oct 29, 2026 10:42 PMmap84.0
VIT-013872Thu Oct 29, 2026 10:42 PMgcs15.0
VIT-013825Fri Oct 30, 2026 06:42 AMspo296.0room air
VIT-013826Fri Oct 30, 2026 06:42 AMrr17.0
VIT-013873Fri Oct 30, 2026 06:42 AMtemp_c37.0
VIT-013874Fri Oct 30, 2026 06:42 AMhr68.0
VIT-013875Fri Oct 30, 2026 06:42 AMmap83.0
VIT-013876Fri Oct 30, 2026 06:42 AMgcs15.0
VIT-013827Fri Oct 30, 2026 02:42 PMspo299.0room air
VIT-013828Fri Oct 30, 2026 02:42 PMrr18.0
VIT-013877Fri Oct 30, 2026 02:42 PMtemp_c36.7
VIT-013878Fri Oct 30, 2026 02:42 PMhr78.0
VIT-013879Fri Oct 30, 2026 02:42 PMmap86.0
VIT-013880Fri Oct 30, 2026 02:42 PMgcs15.0
VIT-013829Fri Oct 30, 2026 10:42 PMspo299.0room air
VIT-013830Fri Oct 30, 2026 10:42 PMrr15.0
VIT-013881Fri Oct 30, 2026 10:42 PMtemp_c37.1
VIT-013882Fri Oct 30, 2026 10:42 PMhr92.0
VIT-013883Fri Oct 30, 2026 10:42 PMmap87.0
VIT-013884Fri Oct 30, 2026 10:42 PMgcs15.0
VIT-013831Sat Oct 31, 2026 06:42 AMspo296.0room air
VIT-013832Sat Oct 31, 2026 06:42 AMrr20.0
VIT-013885Sat Oct 31, 2026 06:42 AMtemp_c36.7
VIT-013886Sat Oct 31, 2026 06:42 AMhr71.0
VIT-013887Sat Oct 31, 2026 06:42 AMmap81.0
VIT-013888Sat Oct 31, 2026 06:42 AMgcs15.0
VIT-013833Sat Oct 31, 2026 02:42 PMspo295.0room air
VIT-013834Sat Oct 31, 2026 02:42 PMrr18.0
VIT-013889Sat Oct 31, 2026 02:42 PMtemp_c37.3
VIT-013890Sat Oct 31, 2026 02:42 PMhr82.0
VIT-013891Sat Oct 31, 2026 02:42 PMmap74.0
VIT-013892Sat Oct 31, 2026 02:42 PMgcs15.0
VIT-013835Sat Oct 31, 2026 10:42 PMspo299.0room air
VIT-013836Sat Oct 31, 2026 10:42 PMrr17.0
VIT-013893Sat Oct 31, 2026 10:42 PMtemp_c37.6
VIT-013894Sat Oct 31, 2026 10:42 PMhr75.0
VIT-013895Sat Oct 31, 2026 10:42 PMmap88.0
VIT-013896Sat Oct 31, 2026 10:42 PMgcs15.0
VIT-013837Sun Nov 01, 2026 06:42 AMspo299.0room air
VIT-013838Sun Nov 01, 2026 06:42 AMrr16.0
VIT-013897Sun Nov 01, 2026 06:42 AMtemp_c37.5
VIT-013898Sun Nov 01, 2026 06:42 AMhr74.0
VIT-013899Sun Nov 01, 2026 06:42 AMmap80.0
VIT-013900Sun Nov 01, 2026 06:42 AMgcs15.0
VIT-013839Sun Nov 01, 2026 02:42 PMspo295.0room air
VIT-013840Sun Nov 01, 2026 02:42 PMrr18.0
VIT-013901Sun Nov 01, 2026 02:42 PMtemp_c37.1
VIT-013902Sun Nov 01, 2026 02:42 PMhr84.0
VIT-013903Sun Nov 01, 2026 02:42 PMmap74.0
VIT-013904Sun Nov 01, 2026 02:42 PMgcs15.0
VIT-013841Sun Nov 01, 2026 10:42 PMspo294.0room air
VIT-013842Sun Nov 01, 2026 10:42 PMrr15.0
VIT-013905Sun Nov 01, 2026 10:42 PMtemp_c37.5
VIT-013906Sun Nov 01, 2026 10:42 PMhr78.0
VIT-013907Sun Nov 01, 2026 10:42 PMmap78.0
VIT-013908Sun Nov 01, 2026 10:42 PMgcs15.0
VIT-013843Mon Nov 02, 2026 06:42 AMspo296.0room air
VIT-013844Mon Nov 02, 2026 06:42 AMrr15.0
VIT-013909Mon Nov 02, 2026 06:42 AMtemp_c36.5
VIT-013910Mon Nov 02, 2026 06:42 AMhr74.0
VIT-013911Mon Nov 02, 2026 06:42 AMmap82.0
VIT-013912Mon Nov 02, 2026 06:42 AMgcs15.0
VIT-013845Mon Nov 02, 2026 02:42 PMspo298.0room air
VIT-013846Mon Nov 02, 2026 02:42 PMrr17.0
VIT-013913Mon Nov 02, 2026 02:42 PMtemp_c37.2
VIT-013914Mon Nov 02, 2026 02:42 PMhr78.0
VIT-013915Mon Nov 02, 2026 02:42 PMmap75.0
VIT-013916Mon Nov 02, 2026 02:42 PMgcs15.0
VIT-013847Mon Nov 02, 2026 10:42 PMspo299.0room air
VIT-013848Mon Nov 02, 2026 10:42 PMrr15.0
VIT-013917Mon Nov 02, 2026 10:42 PMtemp_c37.5
VIT-013918Mon Nov 02, 2026 10:42 PMhr90.0
VIT-013919Mon Nov 02, 2026 10:42 PMmap80.0
VIT-013920Mon Nov 02, 2026 10:42 PMgcs15.0
VIT-013849Tue Nov 03, 2026 06:42 AMspo295.0room air
VIT-013850Tue Nov 03, 2026 06:42 AMrr17.0
VIT-013921Tue Nov 03, 2026 06:42 AMtemp_c36.5
VIT-013922Tue Nov 03, 2026 06:42 AMhr80.0
VIT-013923Tue Nov 03, 2026 06:42 AMmap82.0
VIT-013924Tue Nov 03, 2026 06:42 AMgcs15.0
VIT-013851Tue Nov 03, 2026 02:42 PMspo296.0room air
VIT-013852Tue Nov 03, 2026 02:42 PMrr16.0
VIT-013925Tue Nov 03, 2026 02:42 PMtemp_c37.4
VIT-013926Tue Nov 03, 2026 02:42 PMhr75.0
VIT-013927Tue Nov 03, 2026 02:42 PMmap74.0
VIT-013928Tue Nov 03, 2026 02:42 PMgcs15.0
Medications, orders, echo, history (12)

Notes

History and physical · DOC-000476 · Dr. Elena Nakashima (resident) · Wed Oct 28, 2026 05:22 PM

Cited facts from this note (1)
infection_source
multifocal pneumonia · cited p. 1, line 5 · confidence 0.85
Show source for infection_source
… ospital Medicine Attending: Dr. Wes Merriweather History of present illness: 49-year-old woman admitted with community-acquired pneumonia. Chest x-ray shows multifocal pneumonia; blood cultures drawn and ceftriaxone started. Past medical history: heart failure with preserved ejection fraction, type 2 diabetes. Review of systems otherwi …
Source document DOC-000476: History and physical (synthetic)
HISTORY AND PHYSICAL
Patient: Farah Juniper   MRN: MRN21924184   Admitted: 2026-10-28 14:22
Service: Hospital Medicine   Attending: Dr. Wes Merriweather

History of present illness: 49-year-old woman admitted with community-acquired pneumonia. Chest x-ray shows multifocal pneumonia; blood cultures drawn and ceftriaxone started.
Past medical history: heart failure with preserved ejection fraction, type 2 diabetes.
Review of systems otherwise negative.
Exam: Lungs: clear to auscultation bilaterally.
Assessment and plan:
1. Community-acquired pneumonia: antibiotics.

Nutrition assessment · DOC-000475 · Viggo Ravensworth, RD (dietitian) · Thu Oct 29, 2026 08:22 PM

Cited facts from this note (5)
fat_loss
none · cited p. 1, line 7 · confidence 0.90
Show source for fat_loss
… MRN: MRN21924184 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: Farah Juniper MRN: MRN21924184 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: Farah Juniper MRN: MRN21924184 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-000475: Nutrition assessment (synthetic)
NUTRITION ASSESSMENT (Registered Dietitian)
Patient: Farah Juniper   MRN: MRN21924184

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-000477 · Dr. Elena Nakashima (resident) · Fri Oct 30, 2026 04:22 PM

Source document DOC-000477: Progress note (synthetic)
PROGRESS NOTE (Resident)
Patient: Farah Juniper   MRN: MRN21924184   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. Worsening renal function: trend creatinine, avoid nephrotoxins.
3. Chronic diastolic heart failure: diuresis and daily weights; monitor electrolytes.

Resident: Dr. Elena Nakashima   Attending cosign: completed

Discharge summary · DOC-000478 · Dr. Wes Merriweather (attending) · Tue Nov 03, 2026 04:22 PM

Source document DOC-000478: Discharge summary (synthetic)
DISCHARGE SUMMARY
Patient: Farah Juniper   MRN: MRN21924184
Admitted 2026-10-28; discharged 2026-11-03.

Discharge diagnoses:
- community-acquired pneumonia
- worsening renal function
- chronic diastolic heart failure
- type 2 diabetes

Disposition: home with follow-up.