ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders | Paper Citation Record

Observation ab0dd0c4-7bd5-4f5d-93a8-dd34d054cd87 · outbound

This paper cites Systematic comparison of routine laboratory measurements with in-hospital mortality: Icu-labome, a large cohort study of critically ill patients.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Systematic comparison of routine laboratory measurements with in-hospital mortality: Icu-labome, a large cohort study of critically ill patients

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:51:22.486995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 9950bc6a-52f7-4a69-9f27-31c43af3d65d · outbound

This paper cites Evidence-based laboratory medicine.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Evidence-based laboratory medicine

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:51:22.463281Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation c92c67f0-f5ac-4a89-a9e6-3f237e15e2f8 · outbound

This paper cites Eliminating catheter-related bloodstream infections in the intensive care unit.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Eliminating catheter-related bloodstream infections in the intensive care unit

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:51:22.448149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 2ef1aa4e-2ffa-45f3-92e1-01138da14b8d · outbound

This paper cites Reducing test utilization in hospital settings: a narrative review.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Reducing test utilization in hospital settings: a narrative review

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:51:22.429801Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5efda77a-492d-4fe4-a291-3ff514a792ed · outbound

This paper cites o khan C ak rca, Ay s e Torun, Ahmet Bindal, Murat \.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders o khan C ak rca, Ay s e Torun, Ahmet Bindal, Murat \

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:51:22.405898Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 0402ad15-de4a-4b85-8a8a-39ea166740b2 · outbound

This paper cites Dynamic measurement scheduling for event forecasting using deep rl.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Dynamic measurement scheduling for event forecasting using deep rl

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:51:22.381024Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 1e8dcda6-9538-48fc-9798-df06363f7191 · outbound

This paper cites An optimal policy for patient laboratory tests in intensive care units.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders An optimal policy for patient laboratory tests in intensive care units

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:51:22.356605Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 096bdc8d-1c53-4d46-ae0f-d8779db5f869 · outbound

This paper cites Reducing unnecessary lab testing in the icu with artificial intelligence.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Reducing unnecessary lab testing in the icu with artificial intelligence

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:51:22.330156Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation bab6a794-4a09-40f7-b779-7b3d15bc274a · outbound

This paper cites G \'a lvez, Tracey Polsky, Genna Kreher, Blair Kraus, Luis M.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders G \'a lvez, Tracey Polsky, Genna Kreher, Blair Kraus, Luis M

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:51:22.295498Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation db0b962b-f51f-4808-ba07-b4364205fc5c · outbound

This paper cites Reducing unnecessary postoperative complete blood count testing in the pediatric intensive care unit.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Reducing unnecessary postoperative complete blood count testing in the pediatric intensive care unit

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:51:22.269334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f956b7e8-c9f4-42a8-9aab-ba3f6cf1aa1c · outbound

This paper cites Invertible generative modeling using linear rational splines.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Invertible generative modeling using linear rational splines

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:51:22.249320Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 86f24ccc-3f40-4747-bab1-ffac73a0910d · outbound

This paper cites Neural spline flows.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Neural spline flows

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:51:22.228649Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 2b29025b-8552-43cb-a461-8419ff046c72 · outbound

This paper cites Overlap in observational studies with high-dimensional covariates.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Overlap in observational studies with high-dimensional covariates

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-16T10:51:20.538726Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d38cdae6-b789-4943-bc93-cd2bc58f68dc · outbound

This paper cites Evidence-based guidelines to eliminate repetitive laboratory testing.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Evidence-based guidelines to eliminate repetitive laboratory testing

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:51:22.200149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation fad2a785-2194-495d-9392-df48c420a2cd · outbound

This paper cites TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting

Reference 15

Resolution: verified exact; local_arxiv, observed 2026-08-16T10:51:21.147046Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation c9152bae-1770-4841-ae20-57fd435c5491 · outbound

This paper cites Offline reinforcement learning for safer blood glucose control in people with type 1 diabetes.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Offline reinforcement learning for safer blood glucose control in people with type 1 diabetes

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-16T10:51:20.551187Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation afb390fa-4f50-40cc-a909-478e0d2895c8 · outbound

This paper cites Managing the cost of diagnosis.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Managing the cost of diagnosis

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:51:22.166963Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation fe74c477-5314-44fa-86d3-a8f4b10404b1 · outbound

This paper cites Off-policy evaluation with deficient support using side information.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Off-policy evaluation with deficient support using side information

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:51:22.151160Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 9f8dcfc8-0356-4bb5-a55e-f3896de93b06 · outbound

This paper cites Off-policy deep reinforcement learning without exploration.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Off-policy deep reinforcement learning without exploration

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-16T10:51:20.566394Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6bebcd5e-0841-4f9e-819a-597dfbc08ce4 · outbound

This paper cites Emaq: Expected-max q-learning operator for simple yet effective offline and online rl.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Emaq: Expected-max q-learning operator for simple yet effective offline and online rl

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:51:22.118520Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e7f2788f-d97d-4ff6-8657-1f27890a7353 · outbound

This paper cites Does pediatric housestaff experience influence tests ordered for infants in the neonatal intensive care unit? Critical care medicine, 25 0 (4): 0 704--709, 1997.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Does pediatric housestaff experience influence tests ordered for infants in the neonatal intensive care unit? Critical care medicine, 25 0 (4): 0 704--709, 1997

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:51:22.095061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation cba4a808-64b4-4667-b5a8-648e8833d02d · outbound

This paper cites Kale, Greg Ver Steeg, and Aram Galstyan.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Kale, Greg Ver Steeg, and Aram Galstyan

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-16T10:51:20.582820Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81b52ce6-c551-46db-ae0e-cfe18f3596e0 · outbound

This paper cites an unresolved cited work.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-16T10:51:22.070329Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 38488ce6-5126-4530-b774-2699c85e46c6 · outbound

This paper cites Long short-term memory.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Long short-term memory

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-16T10:51:20.591632Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f96138ed-2e8c-4c89-b5dc-c36049bb1733 · outbound

This paper cites Early prediction of circulatory failure in the intensive care unit using machine learning.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Early prediction of circulatory failure in the intensive care unit using machine learning

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-16T10:51:20.595604Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 022e9b85-4fcd-4ea7-a2e2-ba1e1f341882 · outbound

This paper cites Implementation of an on-demand strategy for routine blood testing in icu patients.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Implementation of an on-demand strategy for routine blood testing in icu patients

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:51:22.029777Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 03d8d9b0-cca4-47cf-bf9a-4b2db412f42e · outbound

This paper cites Way Off-Policy Batch Deep Reinforcement Learning of Implicit Human Preferences in Dialog.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Way Off-Policy Batch Deep Reinforcement Learning of Implicit Human Preferences in Dialog

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-16T10:51:20.604746Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9030719-9384-4e58-94db-1224cadff3c7 · outbound

This paper cites Measurement Scheduling for ICU Patients with Offline Reinforcement Learning.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Measurement Scheduling for ICU Patients with Offline Reinforcement Learning

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-16T10:51:20.609816Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 874e4459-9131-4cb9-ae6e-ab1d27ca7f34 · outbound

This paper cites Mimic-iii, a freely accessible critical care database.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Mimic-iii, a freely accessible critical care database

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-16T10:51:20.614794Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e6738521-fc11-41e9-b0ce-17850420ee62 · outbound

This paper cites Mimic-iv, a freely accessible electronic health record dataset.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Mimic-iv, a freely accessible electronic health record dataset

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-16T10:51:20.625093Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6784563-e836-47e8-a855-6f5560fe3927 · outbound

This paper cites Inappropriate repeat testing of complete blood count (cbc) and electrolyte panels in inpatients from alberta, canada.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Inappropriate repeat testing of complete blood count (cbc) and electrolyte panels in inpatients from alberta, canada

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:51:21.968421Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 3294a106-255f-4acb-81f9-04e62b7ca24a · outbound

This paper cites Reducing unnecessary testing in the intensive care unit by choosing wisely.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Reducing unnecessary testing in the intensive care unit by choosing wisely

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:51:21.941181Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 9d67cde7-3e7a-40c2-a34a-4eb1ff216478 · outbound

This paper cites Influence of educational, audit and feedback, system based, and incentive and penalty interventions to reduce laboratory test utilization: a systematic review.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Influence of educational, audit and feedback, system based, and incentive and penalty interventions to reduce laboratory test utilization: a systematic review

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:51:21.920422Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 3917404a-09ca-4716-818f-5e93013dd5fb · outbound

This paper cites The artificial intelligence clinician learns optimal treatment strategies for sepsis in intensive care.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders The artificial intelligence clinician learns optimal treatment strategies for sepsis in intensive care

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:51:21.896336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation fd670532-0c4c-4fa9-b33d-260fe05ad961 · outbound

This paper cites Towards safe mechanical ventilation treatment using deep offline reinforcement learning.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Towards safe mechanical ventilation treatment using deep offline reinforcement learning

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:51:21.864698Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 376084d1-ac6f-4a40-bc10-021c0d124766 · outbound

This paper cites Impact of clinical specialty on attitudes regarding overuse of inpatient laboratory testing.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Impact of clinical specialty on attitudes regarding overuse of inpatient laboratory testing

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:51:21.839668Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f0943b28-7e66-487d-92d3-821b7a96bd18 · outbound

This paper cites Reducing unnecessary laboratory testing in the medical icu.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Reducing unnecessary laboratory testing in the medical icu

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:51:21.818112Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 1d514e72-3b91-4ba7-bf0a-d5bf898a1028 · outbound

This paper cites Stabilizing off-policy q-learning via bootstrapping error reduction.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Stabilizing off-policy q-learning via bootstrapping error reduction

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:51:21.800531Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 62d71d58-8d00-4a11-9852-022256a2c94e · outbound

This paper cites Effect of laboratory testing guidelines on the utilization of tests and order entries in a surgical intensive care unit.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Effect of laboratory testing guidelines on the utilization of tests and order entries in a surgical intensive care unit

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:51:21.779381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 0429d847-de7f-4282-97bf-bf399cee78ed · outbound

This paper cites Batch reinforcement learning.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Batch reinforcement learning

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-16T10:51:20.683662Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cef9f719-793a-43b2-a283-7e04ba0b59c3 · outbound

This paper cites Batch policy learning under constraints.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Batch policy learning under constraints

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-16T10:51:20.688406Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c0c08b4-896a-40f0-ad06-2820fead5e6f · outbound

This paper cites Bayesian optimization for policy search via online-offline experimentation.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Bayesian optimization for policy search via online-offline experimentation

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:51:21.733691Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 4135c571-1f7c-4eb6-8d26-9c19d25061e7 · outbound

This paper cites Reducing repetitive and reflexive diagnostic phlebotomy in an intensive care unit: a quality improvement project.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Reducing repetitive and reflexive diagnostic phlebotomy in an intensive care unit: a quality improvement project

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:51:21.710996Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 1393f8a4-6cd4-409b-9bf0-49f4044d8292 · outbound

This paper cites Offline Reinforcement Learning: Tutorial, Review, and Perspectives on Open Problems.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Offline Reinforcement Learning: Tutorial, Review, and Perspectives on Open Problems

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-16T10:51:20.711617Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96e87966-b873-45a2-9c96-f65e5e753d86 · outbound

This paper cites an unresolved cited work.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-16T10:51:21.692063Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 25c5821d-87b4-45fc-b8df-d9bc6122bdef · outbound

This paper cites Is deep reinforcement learning ready for practical applications in healthcare? a sensitivity analysis of duel-ddqn for hemodynamic management in sepsis patients.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Is deep reinforcement learning ready for practical applications in healthcare? a sensitivity analysis of duel-ddqn for hemodynamic management in sepsis patients

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:51:21.665602Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 409fec3f-8f27-4046-ac20-9398fed4f425 · outbound

This paper cites Learning optimal group-structured individualized treatment rules with many treatments.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Learning optimal group-structured individualized treatment rules with many treatments

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:51:21.625135Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 2b84f27e-086b-4294-b35a-1baef2fe45d0 · outbound

This paper cites Hematological findings in covid-19 and their correlation with severity of disease.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Hematological findings in covid-19 and their correlation with severity of disease

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:51:21.603314Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 42fe257f-3945-4e3b-ab26-626a20719b1f · outbound

This paper cites Prediction of blood lactate values in critically ill patients: a retrospective multi-center cohort study.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Prediction of blood lactate values in critically ill patients: a retrospective multi-center cohort study

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:51:21.587785Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 69d2db76-f0f9-40a6-a596-872127237483 · outbound

This paper cites Supported trust region optimization for offline reinforcement learning.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Supported trust region optimization for offline reinforcement learning

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:51:21.569431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5d7f0590-adaa-4e25-afa7-5188cc43b94f · outbound

This paper cites Normalizing flows for interventional density estimation.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Normalizing flows for interventional density estimation

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:51:21.555537Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation eee58936-5e0c-45c9-aa4e-4e13a666857f · outbound

This paper cites Local policy search with bayesian optimization.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Local policy search with bayesian optimization

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:51:21.542076Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 575f7851-e2ac-49f2-b9ac-4dac1a3dd271 · outbound

This paper cites Deep offline reinforcement learning for real-world treatment optimization applications.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Deep offline reinforcement learning for real-world treatment optimization applications

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:51:21.526024Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e580c701-326e-45ed-963f-03b84e33a161 · outbound

This paper cites A Time Series is Worth 64 Words: Long-term Forecasting with Transformers.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders A Time Series is Worth 64 Words: Long-term Forecasting with Transformers

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-16T10:51:20.770498Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eee1fa90-65e3-449e-b445-e5b0c7f03970 · outbound

This paper cites Embedding time-limited laboratory orders within computerized provider order entry reduces laboratory utilization.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Embedding time-limited laboratory orders within computerized provider order entry reduces laboratory utilization

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:51:21.504314Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e0084d73-f7c3-4c48-8b12-9a6da4c6477a · outbound

This paper cites Variational inference with normalizing flows.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Variational inference with normalizing flows

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-16T10:51:20.778520Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 898b2b96-edfc-40e0-8b06-b618c569cda6 · outbound

This paper cites Estimating causal effects of treatments in randomized and nonrandomized studies.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Estimating causal effects of treatments in randomized and nonrandomized studies

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-16T10:51:20.782718Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 11a15485-b648-4688-a1d5-5dd2c24cdd79 · outbound

This paper cites Off-policy bandits with deficient support.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Off-policy bandits with deficient support

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:51:21.450906Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 3e7cf06d-bf77-493b-b5ed-239a0fa3d89e · outbound

This paper cites Diagnostic blood loss from phlebotomy and hospital-acquired anemia during acute myocardial infarction.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Diagnostic blood loss from phlebotomy and hospital-acquired anemia during acute myocardial infarction

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:51:21.436766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 469b8efa-bc60-4e86-a69f-158fa4357fb7 · outbound

This paper cites Reliable Off-Policy Learning for Dosage Combinations.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Reliable Off-Policy Learning for Dosage Combinations

Reference 60

Resolution: verified exact; local_arxiv, observed 2026-08-16T10:51:21.045318Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5f960d70-f0d6-49fa-9839-6df39207c6c5 · outbound

This paper cites Residents' self-report on why they order perceived unnecessary inpatient laboratory tests.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Residents' self-report on why they order perceived unnecessary inpatient laboratory tests

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:51:21.418707Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 69aa4f44-c1f3-4ec1-8880-2099538ba36c · outbound

This paper cites Scalable joint models for reliable uncertainty-aware event prediction.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Scalable joint models for reliable uncertainty-aware event prediction

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:51:21.402059Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d56875ff-763f-40b1-bcd1-068a2bd95beb · outbound

This paper cites Patient, hospital and environmental costs of unnecessary bloodwork: capturing the triple bottom line of inappropriate care in general surgery patients.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Patient, hospital and environmental costs of unnecessary bloodwork: capturing the triple bottom line of inappropriate care in general surgery patients

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:51:21.384319Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f2eff959-156e-4e8f-bfa2-088730ca0aa5 · outbound

This paper cites Reinforcement learning: An introduction.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Reinforcement learning: An introduction

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-16T10:51:20.818829Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00d11c5f-3fe9-4fa6-84d1-fcefc9d6fcd3 · outbound

This paper cites Tabak and Eric Vanden-Eijnden.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Tabak and Eric Vanden-Eijnden

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:51:21.355898Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 4a1630a9-fed5-41f2-82c4-acc04bdd6640 · outbound

This paper cites Leveraging factored action spaces for efficient offline reinforcement learning in healthcare.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Leveraging factored action spaces for efficient offline reinforcement learning in healthcare

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-16T10:51:20.827770Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 233f4349-123f-4b10-98b2-1974fe7c2310 · outbound

This paper cites Conditional Density Estimation with Bayesian Normalising Flows.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Conditional Density Estimation with Bayesian Normalising Flows

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-16T10:51:20.831897Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 060afbe6-b5cc-462e-aebe-926d12124346 · outbound

This paper cites Do we know what inappropriate laboratory utilization is?: A systematic review of laboratory clinical audits.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Do we know what inappropriate laboratory utilization is?: A systematic review of laboratory clinical audits

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:51:21.323532Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation ddef793d-f691-4c82-8df5-ec7373cb38a3 · outbound

This paper cites Changing resident test ordering behavior: a multilevel intervention to decrease laboratory utilization at an academic medical center.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Changing resident test ordering behavior: a multilevel intervention to decrease laboratory utilization at an academic medical center

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:51:21.300357Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7a34f528-582a-461e-aa2b-0edeee8654fa · outbound

This paper cites Optimal and adaptive off-policy evaluation in contextual bandits.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Optimal and adaptive off-policy evaluation in contextual bandits

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:51:21.279889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 13b716f6-2aaa-4a19-b4ec-3540e64ea088 · outbound

This paper cites Learning from demonstrations with high-level side information.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Learning from demonstrations with high-level side information

Reference 71

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:51:21.261625Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 6e12312c-318b-4ac7-a4e9-b94d1c1122ed · outbound

This paper cites Using trajectory data to improve bayesian optimization for reinforcement learning.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Using trajectory data to improve bayesian optimization for reinforcement learning

Reference 72

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:51:21.235960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e02955b8-f47b-44dc-9d52-fe2a4e34d33d · outbound

This paper cites Learning Likelihoods with Conditional Normalizing Flows.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Learning Likelihoods with Conditional Normalizing Flows

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-16T10:51:20.860012Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f090e3f-80fa-4d38-b8b6-91f3e8dfa573 · outbound

This paper cites Supported policy optimization for offline reinforcement learning.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Supported policy optimization for offline reinforcement learning

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-16T10:51:20.865522Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c20be244-cc10-4e68-994e-ccdd09df5563 · outbound

This paper cites Behavior Regularized Offline Reinforcement Learning.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Behavior Regularized Offline Reinforcement Learning

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-16T10:51:20.871960Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51f6d9f3-660b-4a00-b3f0-2dc19b1e8f30 · outbound

This paper cites an unresolved cited work.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Unresolved cited work

Reference 76

Resolution: unresolved; raw_fallback, observed 2026-08-16T10:51:21.209647Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 62a9e189-26f7-4b9b-babd-46941a6a910d · outbound

This paper cites Offline policy selection under uncertainty.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Offline policy selection under uncertainty

Reference 77

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:51:21.193923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 3247b1c9-029c-46d9-925d-843f8c75224b · outbound

This paper cites The landscape of inappropriate laboratory testing: a 15-year meta-analysis.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders The landscape of inappropriate laboratory testing: a 15-year meta-analysis

Reference 78

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:51:21.180395Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a8ff02a7-469f-4a98-8b1c-55a02ee5d3c9 · outbound

This paper cites Plas: Latent action space for offline reinforcement learning.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Plas: Latent action space for offline reinforcement learning

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-16T10:51:20.893437Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5abba261-5654-4a17-bfcd-3abf4449da66 · outbound

This paper cites Zimmerman, M.

ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders Zimmerman, M

Reference 80

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:51:21.159918Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Coverage vector

Reference resolution

Outbound references

Pith citing papers