Add InHospitalMortalityTemporalMIMIC4 task for EMDOT temporal evaluation#1025

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nskath wants to merge 18 commits intosunlabuiuc:masterfrom

FatihIllinois:feat/temporal-mortality-mimic4

Commits on Apr 19, 2026

feat: added task file

fmatlamaz
authored and
Navtej Singh Kathuria
committed
feat: new file

fmatlamaz
authored and
Navtej Singh Kathuria
committed
feat: added task to init

fmatlamaz
authored and
Navtej Singh Kathuria
committed
feat: InHospitalMortalityTemporalMIMIC4 task

fmatlamaz
authored and
Navtej Singh Kathuria
committed
adding rst file

kunaldaftari1
authored and
Navtej Singh Kathuria
committed
adding task name in docs/api/tasks.rst

kunaldaftari1
authored and
Navtej Singh Kathuria
committed
feat: mortality_mimic4_temporal_emdot file

fmatlamaz
authored and
Navtej Singh Kathuria
committed
updating comment for input and output schema

kunaldaftari1
authored and
Navtej Singh Kathuria
committed
feat: mortality_mimic4_temporal_emdot comment updated

fmatlamaz
authored and
Navtej Singh Kathuria
committed
feat: add EMDOT ablation example and temporal mortality task tests

Navtej Singh Kathuria
authored and
Navtej Singh Kathuria
committed
refactor: simplify EMDOT example to logistic regression only

Navtej Singh Kathuria
authored and
Navtej Singh Kathuria
committed
fix: step comments

fmatlamaz
authored and
Navtej Singh Kathuria
committed
fix: step comments 2

fmatlamaz
authored and
Navtej Singh Kathuria
committed
cleanup: simplify example and test formatting

Navtej Singh Kathuria
authored and
Navtej Singh Kathuria
committed
fix: use simpler print formatting in summary table

Navtej Singh Kathuria
authored and
Navtej Singh Kathuria
committed
fix: handle missing hospital_expire_flag, fix test type check

Navtej Singh Kathuria
authored and
Navtej Singh Kathuria
committed
test: rewrite with synthetic mock patients instead of demo data

Navtej Singh Kathuria
authored and
Navtej Singh Kathuria
committed
fix: de-shift admission years using anchor_year_group for real calendar dates

Navtej Singh Kathuria
authored and
Navtej Singh Kathuria
committed

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Add InHospitalMortalityTemporalMIMIC4 task for EMDOT temporal evaluation#1025

Add InHospitalMortalityTemporalMIMIC4 task for EMDOT temporal evaluation#1025
nskath wants to merge 18 commits intosunlabuiuc:masterfrom
FatihIllinois:feat/temporal-mortality-mimic4

Commits on Apr 19, 2026

feat: added task file

feat: new file

feat: added task to init

feat: InHospitalMortalityTemporalMIMIC4 task

adding rst file

adding task name in docs/api/tasks.rst

feat: mortality_mimic4_temporal_emdot file

updating comment for input and output schema

feat: mortality_mimic4_temporal_emdot comment updated

feat: add EMDOT ablation example and temporal mortality task tests

refactor: simplify EMDOT example to logistic regression only

fix: step comments

fix: step comments 2

cleanup: simplify example and test formatting

fix: use simpler print formatting in summary table

fix: handle missing hospital_expire_flag, fix test type check

test: rewrite with synthetic mock patients instead of demo data

fix: de-shift admission years using anchor_year_group for real calendar dates