SlowGuess/NeurIPS_2023_OCR huggingface dataset:
Table 12: AUPRC performance for LightGBM with CLMBR embeddings
Task\Model	CLMBR + LightGBM	Class Prevalence
Decompensation	60 min	0.19 (0.15 - 0.24)	0.11
90 min	0.26 (0.22 - 0.32)	0.15
120 min	0.28 (0.24 - 0.33)	0.17
Disposition	0.81 (0.80 - 0.82)	0.37
Revisit	3 days	0.08 (0.07 - 0.10)	0.05
7 days	0.13 (0.11 - 0.15)	0.08
14 days	0.22 (0.19 - 0.24)	0.12
The distribution of demographics within the dataset can be found in table 13. For a glimpse at the primary data modalities, refer to a sample datapoint presented in table 14.
Table 13: Distribution of Demographic Groups with Counts and Relative Percentages
Demographic	Number of Visits	Percentage of Total Visits
Age
18-30	16,159	15.73%
30-40	15,684	15.27%
40-50	13,501	13.14%
50-60	15,355	14.95%
60-70	15,815	15.39%
70-80	13,272	12.92%
80-90	12,361	12.03%
Unknown	584	0.57%
Total	102,731	100.00%
Gender
Female	55,929	54.44%
Male	46,774	45.53%
Unknown	28	0.03%
Total	102,731	100.00%
Race
American Indian or Alaska Native	276	0.27%
Asian	16,971	16.52%
Black or African American	6,590	6.41%
Declines to State	475	0.46%
Native Hawaiian or Other Pacific Islander	2,147	2.09%
Other	34,536	33.62%
Unknown	444	0.43%
White	41,292	40.19%
Total	102,731	100.00%
Ethnicity
Declines to State	557	0.54%
Hispanic/Latino	28,181	27.43%
Non-Hispanic/Non-Latino	73,404	71.45%
Unknown	589	0.57%
Total	102,731	100.00%
Table 14: Sample of Visits Data including Triage Details, Medications, Prior Diagnosis, Lab Tests, Orders and Radiology Report
Category	Field	Value
Visits	Age	52
Triage_HR	95.0
Triage_RR	12.0
Triage_SpO2	99.0
Triage_Temp	36.4
Triage_SBP	142.0
Triage_DBP	81.0
Gender	F
Triage_acuity	3-Urgent
CC Means_of Arrival_cat	Self
Race	Asian
Ethnicity	Non-Hispanic/Non-Latino
Meds	Med_class	DIETARY SUPPLEMENT, MISCELLA-NEOUS
Med_subclass	Alternative Therapy - Unclassified
Dx (Diagnosis)	DescCCS	HIV infection
Orders	Procedure	CBC W/O DIFF
Med	MAGNESIUM SULFATE IN WATER 2
GRAM/50 ML (4 %) IV PGBK
Labs	Component_name	CALCIUM
Component_abnormal_mod	Normal
Rads	Impression	The appendix is inflamed, but is favored to be a reactive process in close proximity to the dom-inant cecal/terminal ileitis. Findings were dis-cussed by _ over the phone with _ on _ 19:27.
Table 15: Evaluation of model fairness across demographic groups. Three metrics - SPD, DI, and EOD averaged across the 7 experiments have been shown. In the ideal equitable scenario, we expect and aim for  $\mathrm{{DI}} = 1$  and  $\mathrm{{SPD}},\mathrm{{EOD}} = 0$  (Adults are defined as individuals between 18-65 years of age. Individuals older than 65 have been categorized as Seniors)
Minority	Majority	SPD	DI	EOD
Seniors	Adults	0.09	1.14	0.04
Hispanic/Latino	Non-Hispanic/Non-Latino	0.00	1.01	0.01
Other	White	-0.02	0.98	0.02
Asian	White	-0.02	0.96	-0.01
Asian	Other	0.00	1.00	-0.03
Black or African American	White	0.09	1.15	0.08
Black or African American	Other	0.11	1.18	0.07
Black or African American	Asian	0.12	1.20	0.09
Native Hawaiian or Other Pacific Islander	White	-0.02	0.97	0.05
Native Hawaiian or Other Pacific Islander	Other	-0.01	0.99	0.04
Native Hawaiian or Other Pacific Islander	Asian	0.00	1.01	0.06
Native Hawaiian or Other Pacific Islander	Black or African American	-0.12	0.84	-0.03
Male	Female	0.03	1.04	0.05