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Paper Citation Record · LEDGER

Predicting the Impact of Scope Changes on Project Cost and Schedule Using Machine Learning Techniques

As of 13 August 2026, this Paper Citation Record lists 18 of 18 outbound references and 0 inbound Pith citation observations for arXiv:2412.02041.

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

pith.paper-citation-record.v1
2412.02041 v1

Coverage vector

measured 18 of 18 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T23:57:33.628280Z

measured 18 of 18 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+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

18 of 18 outbound references displayed

  • verified exact1
  • verified fuzzy16
  • unresolved1
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8968bafe-1203-4554-8dab-0e2407e5377b · outbound

This paper cites Managing project scope creep in construction industry,.

Predicting the Impact of Scope Changes on Project Cost and Schedule Using Machine Learning Techniques Managing project scope creep in construction industry,

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:57:33.905221Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T23:57:33.553773Z digest=sha256:d7192653c1528fc01f5066b926216a6ade7ad2b8555f7bceccc15eb5a1084e03

Observation e9113899-33e4-4542-b6d6-cfdc873208fd · outbound

This paper cites Identifying stakeholders’ involvement that enhances project scope definition completeness in Saudi Arabian public building projects,.

Predicting the Impact of Scope Changes on Project Cost and Schedule Using Machine Learning Techniques Identifying stakeholders’ involvement that enhances project scope definition completeness in Saudi Arabian public building projects,

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:57:33.892592Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T23:57:33.558239Z digest=sha256:85707c36a4921fa8fe9ab2165d1d3eeff4481298aa30d1360a81bfee47ac6461

Observation 23642c1f-05e6-47a5-b553-e3e36ad90375 · outbound

This paper cites Synthetic structure of industrial plastics (Book style with paper title and editor),.

Predicting the Impact of Scope Changes on Project Cost and Schedule Using Machine Learning Techniques Synthetic structure of industrial plastics (Book style with paper title and editor),

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:57:33.879532Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T23:57:33.562144Z digest=sha256:21a8e0818525dafb354839dd7e939bb350eb664982c9083adea63ff3f5a4b0c3

Observation 1f8e3577-aa83-4ac9-a99b-b5e2ea082462 · outbound

This paper cites Agile project management challenge in handling scope and change: A systematic literature review,.

Predicting the Impact of Scope Changes on Project Cost and Schedule Using Machine Learning Techniques Agile project management challenge in handling scope and change: A systematic literature review,

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:57:33.865867Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T23:57:33.566481Z digest=sha256:541768e3c8b0bee19aa7565d61915e52dc6054db763409a3fca32e908cac0d6c

Observation 5fb80ee3-9706-4887-abc8-33c50b0db1d7 · outbound

This paper cites Application of KDD techniques to extract useful knowledge from labor resources data in industrial construction projects,.

Predicting the Impact of Scope Changes on Project Cost and Schedule Using Machine Learning Techniques Application of KDD techniques to extract useful knowledge from labor resources data in industrial construction projects,

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:57:33.852071Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T23:57:33.571132Z digest=sha256:09d44dd34d0b1694308a2e7fafe5f58111647205d741ff08ea84b7fcaac4772a

Observation 8200fa8b-d348-4e73-8d4a-f45c5e68d747 · outbound

This paper cites Application of machine learning in project management,.

Predicting the Impact of Scope Changes on Project Cost and Schedule Using Machine Learning Techniques Application of machine learning in project management,

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:57:33.838351Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T23:57:33.575637Z digest=sha256:3412e0660eaef77bd8d7f69203ec4a73f1baf38a3011aaf3ccf0fc854d4b9b7b

Observation 8a53d8c9-769d-4320-958f-1f20100ffded · outbound

This paper cites Budget allocation problem for projects with considering risks, robustness, resiliency, and sustainability requirements,.

Predicting the Impact of Scope Changes on Project Cost and Schedule Using Machine Learning Techniques Budget allocation problem for projects with considering risks, robustness, resiliency, and sustainability requirements,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:57:33.824673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T23:57:33.580373Z digest=sha256:8ef049dbe0caa565890664b5c9772ad32795974a804cff8a56951fce4eec3152

Observation 508b03ac-23c7-447c-8e6f-88cb7008487a · outbound

This paper cites Enhancing Project Performance Forecasting using Machine Learning Techniques.

Predicting the Impact of Scope Changes on Project Cost and Schedule Using Machine Learning Techniques Enhancing Project Performance Forecasting using Machine Learning Techniques

Reference 8

Resolution
verified exact
local_arxiv, observed 2026-08-11T23:57:33.669207Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T23:57:33.584531Z digest=sha256:1ccc2602cfdb6d0a64880a11ed82bd8a802496a0460958fc88a279b8240a2c41

Observation 9f1500a8-3971-40cd-be2d-0e754e6e1b22 · outbound

This paper cites Reinventing construction: A route of higher productivity,.

Predicting the Impact of Scope Changes on Project Cost and Schedule Using Machine Learning Techniques Reinventing construction: A route of higher productivity,

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:57:33.810305Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T23:57:33.589206Z digest=sha256:403c8195c0619e8231114070ed695b6144c91e4fa3591395bafa115e1ef61392

Observation 02c3b8e1-81a6-4529-a3e1-0b203ee31584 · outbound

This paper cites Interactions of building information modeling, lean and sustainability on the architectural, engineering and construction industry: a systematic review,.

Predicting the Impact of Scope Changes on Project Cost and Schedule Using Machine Learning Techniques Interactions of building information modeling, lean and sustainability on the architectural, engineering and construction industry: a systematic review,

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:57:33.796825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T23:57:33.593552Z digest=sha256:5224c9a25b7bfd3aae6f1a11a6f301e18debec2633e7f39d57fc2643a514501e

Observation c043ddfb-6968-4583-9cb0-cefe8c465400 · outbound

This paper cites How AI will transform project management,.

Predicting the Impact of Scope Changes on Project Cost and Schedule Using Machine Learning Techniques How AI will transform project management,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:57:33.783156Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T23:57:33.597892Z digest=sha256:dd9bb18500dbf003c5e54f5b492b5b2c9830208723afca7a0e040cb6b93fa308

Observation c5c53575-3da2-4d76-82c4-0638ba72742f · outbound

This paper cites Investigating antecedents and drivers affecting the adoption of collaboration technologies in the construction industry,.

Predicting the Impact of Scope Changes on Project Cost and Schedule Using Machine Learning Techniques Investigating antecedents and drivers affecting the adoption of collaboration technologies in the construction industry,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:57:33.769289Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T23:57:33.602307Z digest=sha256:9c2ec3a91cd6c0bfff4266b00ea84944633b99e9302651d0b805771cc60e9f4b

Observation 5c2adbc9-de8f-409f-8915-b71f16e115c0 · outbound

This paper cites Cloud computing in construction industry: Use cases, benefits and challenges,.

Predicting the Impact of Scope Changes on Project Cost and Schedule Using Machine Learning Techniques Cloud computing in construction industry: Use cases, benefits and challenges,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:57:33.755837Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T23:57:33.606999Z digest=sha256:4ce4fdb6e57208342d0ed3807e6e5fd26370229d9648f40450d3c4c649f52fc6

Observation c0bf02fa-71f6-41bb-968b-bc049109e5f3 · outbound

This paper cites Digital Twins for the built environment: learning from conceptual and process models in manufacturing,.

Predicting the Impact of Scope Changes on Project Cost and Schedule Using Machine Learning Techniques Digital Twins for the built environment: learning from conceptual and process models in manufacturing,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:57:33.741578Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T23:57:33.611142Z digest=sha256:3caefbbc0f724c6fb2307d0aa9b1d65d2606c585fb5cce0d94b7622189b32b4c

Observation 53686624-afce-4fa9-a91d-187a699b1b2a · outbound

This paper cites A study of preproject planning and project success using ANNs and regression models,.

Predicting the Impact of Scope Changes on Project Cost and Schedule Using Machine Learning Techniques A study of preproject planning and project success using ANNs and regression models,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:57:33.727497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T23:57:33.615552Z digest=sha256:846057756afb74f8659d19b58c7a393ba27b612dfc874b641e6f4b0ffa079b0e

Observation 494c0959-62fb-4302-825c-384ddede6113 · outbound

This paper cites Employee Well -being in the Age of AI: Perceptions, Concerns, Behaviors, and Outcomes,.

Predicting the Impact of Scope Changes on Project Cost and Schedule Using Machine Learning Techniques Employee Well -being in the Age of AI: Perceptions, Concerns, Behaviors, and Outcomes,

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:57:33.713310Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T23:57:33.619909Z digest=sha256:3b1c22d369b04607a96b7873450dc2fb6e5ef86899a9f0a1e974e8c47b9ba607

Observation c3f95d2e-9da6-4ec0-8985-43761da9a616 · outbound

This paper cites an unresolved cited work.

Predicting the Impact of Scope Changes on Project Cost and Schedule Using Machine Learning Techniques Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-11T23:57:33.698282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T23:57:33.624133Z digest=sha256:ac289cde861e5be9e0a8f8258465a6a3b86ff8b70565975e5af1e6ce8c2b1761

Observation 0522b8c8-b43f-422d-b08b-092fadc8f981 · outbound

This paper cites Developing a dataset of real projects for portfolio, program and project control management research,.

Predicting the Impact of Scope Changes on Project Cost and Schedule Using Machine Learning Techniques Developing a dataset of real projects for portfolio, program and project control management research,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:57:33.684201Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T23:57:33.628280Z digest=sha256:7240bd8dc598e1baa28538f982328ac00b31cace9a750a132e08771a562a3bfd

Pith citing papers

No inbound Pith citation observations are available.