Paper Citation Record · LEDGER

Enhancing Construction Worker Safety in Extreme Heat: A Machine Learning Approach Utilizing Wearable Technology for Predictive Health Analytics

As of 10 August 2026, this Paper Citation Record lists 23 of 23 outbound references and 0 inbound Pith citation observations for arXiv:2604.19559.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2604.19559 v1

Coverage vector

measured 23 of 23 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-10T02:44:28.708504Z

measured 23 of 23 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

23 of 23 outbound references displayed

verified exact1
verified fuzzy22
unresolved0
parse uncertain0
malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9591dcde-da33-4eb6-91f7-f9dd073da2fb · outbound

This paper cites Worker safety in the construction industry under extreme heat.

Enhancing Construction Worker Safety in Extreme Heat: A Machine Learning Approach Utilizing Wearable Technology for Predictive Health Analytics Worker safety in the construction industry under extreme heat

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T19:47:01.423856Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0218d6d2-9fec-4611-aabb-775b3f2587d7 · outbound

This paper cites Heat stress and its impact on construction workers’ health: A review.

Enhancing Construction Worker Safety in Extreme Heat: A Machine Learning Approach Utilizing Wearable Technology for Predictive Health Analytics Heat stress and its impact on construction workers’ health: A review

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T19:47:01.419580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 1926b5fe-c3a4-4359-b30f-6a5b3a027966 · outbound

This paper cites Application of wearable biosensors to construction sites: Assessing workers’ stress.

Enhancing Construction Worker Safety in Extreme Heat: A Machine Learning Approach Utilizing Wearable Technology for Predictive Health Analytics Application of wearable biosensors to construction sites: Assessing workers’ stress

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T19:47:01.421870Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 907d21cd-04fb-4932-a24d-4effa091bbe6 · outbound

This paper cites Wearable sensors and physiological data analytics for occupational health monitoring in construction.

Enhancing Construction Worker Safety in Extreme Heat: A Machine Learning Approach Utilizing Wearable Technology for Predictive Health Analytics Wearable sensors and physiological data analytics for occupational health monitoring in construction

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T19:47:01.426571Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c60b839e-708e-4b4e-a268-0fc6244c674b · outbound

This paper cites Deep learning-based networks for automated recognition of awkward postures using wearable sensors.

Enhancing Construction Worker Safety in Extreme Heat: A Machine Learning Approach Utilizing Wearable Technology for Predictive Health Analytics Deep learning-based networks for automated recognition of awkward postures using wearable sensors

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T19:47:01.417543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 611e000f-df4c-4426-8b6c-030d01d74dfb · outbound

This paper cites Deep learning-based mental fatigue classification using eeg in construction equipment operators.

Enhancing Construction Worker Safety in Extreme Heat: A Machine Learning Approach Utilizing Wearable Technology for Predictive Health Analytics Deep learning-based mental fatigue classification using eeg in construction equipment operators

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T19:47:01.415414Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a2ed7f84-b65a-4f57-965f-80c7b13d88c7 · outbound

This paper cites Deep learning for electroen- cephalogram (eeg) classification tasks: a review.

Enhancing Construction Worker Safety in Extreme Heat: A Machine Learning Approach Utilizing Wearable Technology for Predictive Health Analytics Deep learning for electroen- cephalogram (eeg) classification tasks: a review

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T19:45:04.867546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 2b2a4137-85d0-4a1d-8539-dc4c83741c38 · outbound

This paper cites A large-scale open site object detection dataset for deep learning in construction.

Enhancing Construction Worker Safety in Extreme Heat: A Machine Learning Approach Utilizing Wearable Technology for Predictive Health Analytics A large-scale open site object detection dataset for deep learning in construction

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T19:45:04.864107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation efa911e3-4bcc-4483-8e05-62e375f75369 · outbound

This paper cites Dataset of manually classified images obtained from a construction site.

Enhancing Construction Worker Safety in Extreme Heat: A Machine Learning Approach Utilizing Wearable Technology for Predictive Health Analytics Dataset of manually classified images obtained from a construction site

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T19:45:04.865694Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3fb89461-fe6b-4632-92d9-437753031f7e · outbound

This paper cites Deep learning methods for eeg neural classifica- tion.

Enhancing Construction Worker Safety in Extreme Heat: A Machine Learning Approach Utilizing Wearable Technology for Predictive Health Analytics Deep learning methods for eeg neural classifica- tion

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T19:45:04.867967Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 315af253-efce-4b2d-a7c4-34b7394ec40c · outbound

This paper cites A multicomponent and neurophysiological intervention for the emotional and mental states of high-altitude construction workers.

Enhancing Construction Worker Safety in Extreme Heat: A Machine Learning Approach Utilizing Wearable Technology for Predictive Health Analytics A multicomponent and neurophysiological intervention for the emotional and mental states of high-altitude construction workers

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T19:45:04.873340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation fb4f87c7-f6d4-4677-87d5-e8aa156c1e0a · outbound

This paper cites Eeg-based workers’ stress recognition at construction sites.

Enhancing Construction Worker Safety in Extreme Heat: A Machine Learning Approach Utilizing Wearable Technology for Predictive Health Analytics Eeg-based workers’ stress recognition at construction sites

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T19:45:04.869764Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e10c520e-9512-4d3e-a8da-34eb5213c8d7 · outbound

This paper cites Long short-term memory.

Enhancing Construction Worker Safety in Extreme Heat: A Machine Learning Approach Utilizing Wearable Technology for Predictive Health Analytics Long short-term memory

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T19:45:04.871226Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a144c98a-0332-4571-8865-69cc77e2eeb0 · outbound

This paper cites Automated ergonomic risk assessment using vision- based posture classification.

Enhancing Construction Worker Safety in Extreme Heat: A Machine Learning Approach Utilizing Wearable Technology for Predictive Health Analytics Automated ergonomic risk assessment using vision- based posture classification

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T19:47:01.430850Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c2a8258f-10a4-4df5-8d33-31e4909f3d31 · outbound

This paper cites Assessing mental workload in virtual reality based eot crane operations: A multi-measure approach.

Enhancing Construction Worker Safety in Extreme Heat: A Machine Learning Approach Utilizing Wearable Technology for Predictive Health Analytics Assessing mental workload in virtual reality based eot crane operations: A multi-measure approach

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T19:45:04.857018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 5154eb54-5e95-4427-8e54-d042c79b01bc · outbound

This paper cites Bearing fault detection by one-dimensional convolutional neural networks.

Enhancing Construction Worker Safety in Extreme Heat: A Machine Learning Approach Utilizing Wearable Technology for Predictive Health Analytics Bearing fault detection by one-dimensional convolutional neural networks

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T19:45:04.858717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation aede7dd5-0a44-48ae-9e09-71d11c5b2dac · outbound

This paper cites How to Fine-Tune BERT for Text Classification?.

Enhancing Construction Worker Safety in Extreme Heat: A Machine Learning Approach Utilizing Wearable Technology for Predictive Health Analytics How to Fine-Tune BERT for Text Classification?

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-05-11T12:51:04.336365Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 495220cc-519b-4209-8fc3-5c11e4a3b66f · outbound

This paper cites Interpretable attention mecha- nisms for deep learning in icu monitoring.

Enhancing Construction Worker Safety in Extreme Heat: A Machine Learning Approach Utilizing Wearable Technology for Predictive Health Analytics Interpretable attention mecha- nisms for deep learning in icu monitoring

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T19:47:01.433159Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ab348658-3b3e-4347-9e66-2b2fce781793 · outbound

This paper cites Automatic driver stress level classification using multimodal deep learning.

Enhancing Construction Worker Safety in Extreme Heat: A Machine Learning Approach Utilizing Wearable Technology for Predictive Health Analytics Automatic driver stress level classification using multimodal deep learning

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T19:47:01.428568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 79556364-b7ef-4252-a812-0e9ae02968bd · outbound

This paper cites Convolutional long short-term memory model for recognizing construction workers’ postures from wearable inertial measurement units.

Enhancing Construction Worker Safety in Extreme Heat: A Machine Learning Approach Utilizing Wearable Technology for Predictive Health Analytics Convolutional long short-term memory model for recognizing construction workers’ postures from wearable inertial measurement units

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T19:45:04.854995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 2a11f0fd-a915-4f19-a5f0-3c1f0b2bb0c5 · outbound

This paper cites Stress classification using brain signals based on lstm network.

Enhancing Construction Worker Safety in Extreme Heat: A Machine Learning Approach Utilizing Wearable Technology for Predictive Health Analytics Stress classification using brain signals based on lstm network

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T19:45:04.860483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 273848cc-3c80-4fb4-a0cc-365b7968bcf1 · outbound

This paper cites Time series classification using multi-channels deep convolutional neural networks.

Enhancing Construction Worker Safety in Extreme Heat: A Machine Learning Approach Utilizing Wearable Technology for Predictive Health Analytics Time series classification using multi-channels deep convolutional neural networks

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T19:45:04.862352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 52958235-667b-4928-94b7-6b7a788e49b2 · outbound

This paper cites Scoping review of eeg studies in construction safety.

Enhancing Construction Worker Safety in Extreme Heat: A Machine Learning Approach Utilizing Wearable Technology for Predictive Health Analytics Scoping review of eeg studies in construction safety

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T19:45:04.853034Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Pith citing papers

No inbound Pith citation observations are available.