Scoping review of methodology for aiding generalisability and transportability of clinical prediction models | Paper Citation Record

Observation 0e6fd9b6-ef78-459d-9a9b-9c2bb822c83e · outbound

This paper cites an unresolved cited work.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T21:36:48.393177Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a1f169cb-1df9-42a1-89a9-693c6c038769 · outbound

This paper cites Causal inference methods for combining randomized trials and observational studies: a review.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Causal inference methods for combining randomized trials and observational studies: a review

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T21:36:48.400608Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 72a76b5b-16ad-439f-b902-cce7c3f1de8f · outbound

This paper cites an unresolved cited work.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Unresolved cited work

Reference 3

Resolution: parse uncertain; no resolver link, observed 2026-08-11T21:36:48.408129Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb6328f7-c385-4f7e-b183-e5a59eb406d1 · outbound

This paper cites an unresolved cited work.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-11T21:36:48.414682Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 37ddff86-20aa-4be7-842d-5f10f6318e3c · outbound

This paper cites an unresolved cited work.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-11T21:36:48.420281Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24135530-40c3-4097-8b6b-d5b3d00fbbf5 · outbound

This paper cites an unresolved cited work.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-11T21:36:48.426580Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63c13d21-1f58-4b8d-a082-201ef079b827 · outbound

This paper cites an unresolved cited work.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T21:36:48.432620Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 23c0c2cd-ace5-486c-a3bb-fd724a40e6bb · outbound

This paper cites an unresolved cited work.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T21:36:48.438489Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c63454b9-8538-451a-bff3-475720c25077 · outbound

This paper cites an unresolved cited work.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Unresolved cited work

Reference 9

Resolution: parse uncertain; no resolver link, observed 2026-08-11T21:36:48.444667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d77847df-3e08-40e2-a8bb-a7936ce6817a · outbound

This paper cites an unresolved cited work.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T21:36:48.452113Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 579c5740-59eb-4aec-8a72-22d86a4b5956 · outbound

This paper cites an unresolved cited work.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T21:36:48.461562Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d76f73f3-db15-460c-ad98-35e1cf2c1ee4 · outbound

This paper cites an unresolved cited work.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T21:36:48.469586Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a64fab5e-60d4-476a-82d2-cd9ca9bed289 · outbound

This paper cites Exposing the model to heterogeneous development data will dilute location- or cluster- specific patterns and this can lead to a more generalisable model [33].

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Exposing the model to heterogeneous development data will dilute location- or cluster- specific patterns and this can lead to a more generalisable model [33]

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T21:36:48.478018Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 651f34e5-7f41-4a57-985a-417d10dbd5ed · outbound

This paper cites Updating methods improved the performance of a clinical prediction model in new patients.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Updating methods improved the performance of a clinical prediction model in new patients

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:50.689628Z

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.

Observation c41d574c-b70f-45e5-97e9-d5fe29ece809 · outbound

This paper cites Clinical prediction models : a practical approach to development, validation, and updating.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Clinical prediction models : a practical approach to development, validation, and updating

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T21:36:48.493381Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d1587c78-d93e-4bfc-89cc-88aa40cc84db · outbound

This paper cites an unresolved cited work.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-11T21:36:48.499160Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad28ea55-e674-4f9a-9c89-88de314b7d2f · outbound

This paper cites Assessing the Generalizability of Prognostic Information.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Assessing the Generalizability of Prognostic Information

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:50.878094Z

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.

Observation 49354499-5dcc-45ea-9a26-fd4f14403355 · outbound

This paper cites A framework for developing, implementing, and evaluating clinical prediction models in an individual participant data meta-analysis.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models A framework for developing, implementing, and evaluating clinical prediction models in an individual participant data meta-analysis

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:50.862637Z

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.

Observation 921fd3a8-c90b-4e56-82b9-5eee5f8a0e45 · outbound

This paper cites Evaluation of clinical prediction models (part 1): from development to external validation.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Evaluation of clinical prediction models (part 1): from development to external validation

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:50.845396Z

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.

Observation 71c7a120-e2ee-4e5d-b9ef-7f54ad1cc649 · outbound

This paper cites Evaluation of clinical prediction models (part 2): how to undertake an external validation study.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Evaluation of clinical prediction models (part 2): how to undertake an external validation study

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:50.826744Z

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.

Observation 72285b97-06ae-4b38-ba5a-cc05ce9760b9 · outbound

This paper cites an unresolved cited work.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-11T21:36:48.540113Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation efe7597c-34de-41bd-8e97-051a341d044d · outbound

This paper cites From development to deployment: dataset shift, causality, and shift - stable models in health AI.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models From development to deployment: dataset shift, causality, and shift - stable models in health AI

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:50.808825Z

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.

Observation f861f575-4e27-46b0-900b-ff9b0eca07a3 · outbound

This paper cites The Clinician and Dataset Shift in Artificial Intelligence.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models The Clinician and Dataset Shift in Artificial Intelligence

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:50.789286Z

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.

Observation 755c6cc6-f229-402a-875b-5d67dad6f265 · outbound

This paper cites Prognostic models will be victims of their own success, unless….

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Prognostic models will be victims of their own success, unless…

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:50.769061Z

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.

Observation dec0bd64-9406-4ec4-b07d-be283099b8cc · outbound

This paper cites A review of statistical updating methods for clinical prediction models.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models A review of statistical updating methods for clinical prediction models

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:50.752935Z

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.

Observation 3f2e5e57-5e9f-4276-a8f1-e7cbf6a225b2 · outbound

This paper cites Dynamic models to predict health outcomes: current status and methodological challenges.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Dynamic models to predict health outcomes: current status and methodological challenges

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:50.735663Z

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.

Observation da1aa764-279b-474d-9d60-09e267473685 · outbound

This paper cites Assessing the Performance of Prediction Models: A Framework for Traditional and Novel Measures.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Assessing the Performance of Prediction Models: A Framework for Traditional and Novel Measures

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:50.710613Z

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.

Observation b4e1e413-efc7-46da-8e92-4cf13e37ce7c · outbound

This paper cites Preventing dataset shift from breaking machine-learning biomarkers.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Preventing dataset shift from breaking machine-learning biomarkers

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:50.426915Z

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.

Observation 545b7dea-e722-4e30-a049-0c9deebf2155 · outbound

This paper cites Aggregating published prediction models with individual participant data: a comparison of different approaches.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Aggregating published prediction models with individual participant data: a comparison of different approaches

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:50.670366Z

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.

Observation a4a962aa-1db8-44da-8c88-979aedc16cff · outbound

This paper cites Meta-analysis and aggregation of multiple published prediction models.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Meta-analysis and aggregation of multiple published prediction models

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:50.651428Z

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.

Observation e29eb50c-6444-4773-9260-47dd52831bb9 · outbound

This paper cites Dynamic Prediction Modeling Approaches for Cardiac Surgery.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Dynamic Prediction Modeling Approaches for Cardiac Surgery

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:50.632024Z

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.

Observation 862c509e-48a5-4282-bbd1-4a9a0589d6cf · outbound

This paper cites Dynamic Logistic Regression and Dynamic Model Averaging for Binary Classification.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Dynamic Logistic Regression and Dynamic Model Averaging for Binary Classification

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:50.611660Z

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.

Observation 31d00853-c96b-47a5-9ef3-15c784879286 · outbound

This paper cites Preventing Failures Due to Dataset Shift: Learning Predictive Models That Transport.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Preventing Failures Due to Dataset Shift: Learning Predictive Models That Transport

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:50.590250Z

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.

Observation 06dbecbe-91d7-4fc0-8e08-d039dec3db05 · outbound

This paper cites A causal framework for assessing the transportability of clinical prediction models.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models A causal framework for assessing the transportability of clinical prediction models

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:50.572717Z

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.

Observation 13861e35-049b-4564-bf65-5f43e0706bd1 · outbound

This paper cites Toward a framework for the design, implementation, and reporting of methodology scoping reviews.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Toward a framework for the design, implementation, and reporting of methodology scoping reviews

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:50.554530Z

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.

Observation 3725502c-d150-46e9-b09f-620480683aa5 · outbound

This paper cites A structural characterization of shortcut features for prediction.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models A structural characterization of shortcut features for prediction

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:50.534778Z

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.

Observation 13477afd-64b2-44b5-8b51-59d309c8ae29 · outbound

This paper cites Directed acyclic graphs and causal thinking in clinical risk prediction modeling.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Directed acyclic graphs and causal thinking in clinical risk prediction modeling

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:50.516646Z

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.

Observation 6a947a47-e783-40bd-98aa-78213d244f8b · outbound

This paper cites switching.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models switching

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:50.894051Z

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.

Observation b6735b20-925d-44c3-8dc4-5ec4ad9740db · outbound

This paper cites Developing more generalizable prediction models from pooled studies and large clustered data sets.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Developing more generalizable prediction models from pooled studies and large clustered data sets

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:50.498311Z

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.

Observation 589c19da-a778-4616-9534-3a8579614f2a · outbound

This paper cites Search Filters for Finding Prognostic and Diagnostic Prediction Studies in Medline to Enhance Systematic Reviews.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Search Filters for Finding Prognostic and Diagnostic Prediction Studies in Medline to Enhance Systematic Reviews

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:50.480188Z

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.

Observation 5697e54d-52c9-48ec-a1c2-1aa37fa35b35 · outbound

This paper cites More Generalizable Models For Sepsis Detection Under Covariate Shift.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models More Generalizable Models For Sepsis Detection Under Covariate Shift

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:50.461489Z

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.

Observation e9fb0c7b-49c2-43ba-b4a8-da36d3767209 · outbound

This paper cites Learning patient-level prediction models across multiple healthcare databases: evaluation of ensembles for increasing model transportability.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Learning patient-level prediction models across multiple healthcare databases: evaluation of ensembles for increasing model transportability

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:50.444592Z

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.

Observation 1a18657f-9fd1-4db9-9e60-6f3c8fe9fa72 · outbound

This paper cites How variation in predictor measurement affects the discriminative ability and transportability of a prediction model.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models How variation in predictor measurement affects the discriminative ability and transportability of a prediction model

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:50.408833Z

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.

Observation 6a9b54c6-4a31-48c1-91ac-60b3c48b0dce · outbound

This paper cites Which Invariance Should We Transfer? A Causal Minimax Learning Approach.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Which Invariance Should We Transfer? A Causal Minimax Learning Approach

Reference 44

Resolution: verified exact; local_arxiv, observed 2026-08-11T21:36:49.342533Z

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.

Observation c1ab07e3-ef30-44f0-b5e3-2d6be27ce417 · outbound

This paper cites Evaluating Model Robustness and Stability to Dataset Shift.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Evaluating Model Robustness and Stability to Dataset Shift

Reference 45

Resolution: verified exact; local_arxiv, observed 2026-08-11T21:36:49.318128Z

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.

Observation 18eb3116-a9fb-457b-81db-56c550bc9f47 · outbound

This paper cites Transporting a Prediction Model for Use in a New Target Population.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Transporting a Prediction Model for Use in a New Target Population

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:50.391578Z

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.

Observation 030bec10-bcfd-42bb-a30a-c0d62e316b04 · outbound

This paper cites Embracing cohort heterogeneity in clinical machine learning development: a step toward generalizable models.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Embracing cohort heterogeneity in clinical machine learning development: a step toward generalizable models

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:50.368994Z

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.

Observation ada22ec4-c615-4ebd-a85d-a9d1beff9975 · outbound

This paper cites Instance Weighting for Patient-Specific Risk Stratification Models.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Instance Weighting for Patient-Specific Risk Stratification Models

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:50.351455Z

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.

Observation 7ddbc83e-10c0-4ad9-8692-4dd71077b687 · outbound

This paper cites Managing dataset shift by adversarial validation for credit scoring.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Managing dataset shift by adversarial validation for credit scoring

Reference 49

Resolution: verified exact; local_arxiv, observed 2026-08-11T21:36:49.292363Z

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.

Observation 0d8d1231-1e3f-4959-8464-218f449b7264 · outbound

This paper cites Towards causality-aware predictions in static anticausal machine learning tasks: the linear structural causal model case.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Towards causality-aware predictions in static anticausal machine learning tasks: the linear structural causal model case

Reference 50

Resolution: verified exact; local_arxiv, observed 2026-08-11T21:36:49.265147Z

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.

Observation 7ba0c1b4-0ccf-43b3-a32a-892465b8ff3a · outbound

This paper cites Transportability of Causal and Statistical Relations: A Formal Approach.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Transportability of Causal and Statistical Relations: A Formal Approach

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:50.333327Z

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.

Observation 5300dc18-f89d-4bef-aaec-c0dba3e0c573 · outbound

This paper cites Evaluation of Feature Selection Methods for Preserving Machine Learning Performance in the Presence of Temporal Dataset Shift in Clinical Medicine.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Evaluation of Feature Selection Methods for Preserving Machine Learning Performance in the Presence of Temporal Dataset Shift in Clinical Medicine

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:50.314319Z

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.

Observation 1c58e5bb-ea41-4899-9a09-cf9d23febcb1 · outbound

This paper cites Targeted validation: validating clinical prediction models in their intended population and setting.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Targeted validation: validating clinical prediction models in their intended population and setting

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:50.290604Z

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.

Observation 6630c5d7-68b8-455f-9478-3708d6415240 · outbound

This paper cites Why do probabilistic clinical models fail to transport between sites.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Why do probabilistic clinical models fail to transport between sites

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:50.261700Z

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.

Observation 58675a84-51d6-4615-bfc7-26613d9af4a1 · outbound

This paper cites The Book of Why: The New Science of Cause and Effect.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models The Book of Why: The New Science of Cause and Effect

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:50.237220Z

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.

Observation 4150f552-7752-4cec-9609-49fd869ab631 · outbound

This paper cites Meta-Transportability of Causal Effects: A Formal Approach.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Meta-Transportability of Causal Effects: A Formal Approach

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:50.214876Z

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.

Observation bf426826-5de5-451a-8763-96b137ad428b · outbound

This paper cites There is no such thing as a validated prediction model.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models There is no such thing as a validated prediction model

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:50.196367Z

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.

Observation e6c0395b-a929-433a-ae73-4310f7ef18af · outbound

This paper cites External validation of clinical prediction models using big datasets from e-health records or IPD meta-analysis: opportunities and challenges.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models External validation of clinical prediction models using big datasets from e-health records or IPD meta-analysis: opportunities and challenges

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:50.178829Z

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.

Observation 79277997-1f82-43b3-8fc8-46421e139bb7 · outbound

This paper cites A feature selection method based on Shapley values robust to concept shift in regression.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models A feature selection method based on Shapley values robust to concept shift in regression

Reference 59

Resolution: verified exact; local_arxiv, observed 2026-08-11T21:36:49.236108Z

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.

Observation 3c4ce2fe-29d9-4906-aaf8-fb555a34d17f · outbound

This paper cites Transportability of Trial Results Using Inverse Odds of Sampling Weights.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Transportability of Trial Results Using Inverse Odds of Sampling Weights

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:50.161355Z

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.

Observation a4e4431e-09c2-46d5-bf6e-93ef32e04acd · outbound

This paper cites Robust Estimation of Encouragement Design Intervention Effects Transported Across Sites.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Robust Estimation of Encouragement Design Intervention Effects Transported Across Sites

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:50.139716Z

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.

Observation 824ea730-890a-487f-9d99-057bcad182d8 · outbound

This paper cites Extending inferences from a randomized trial to a new target population.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Extending inferences from a randomized trial to a new target population

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:50.120077Z

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.

Observation 4efd236d-18de-4d7c-ada1-0fedc8e830ae · outbound

This paper cites A scoping review of causal methods enabling predictions under hypothetical interventions.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models A scoping review of causal methods enabling predictions under hypothetical interventions

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:50.098811Z

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.

Observation 5f861586-53ec-487c-b204-4a3d42d49eda · outbound

This paper cites A Review of Generalizability and Transportability.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models A Review of Generalizability and Transportability

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:50.074401Z

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.

Observation 9c85f62e-3475-4517-87ee-8a4b25b0f8ee · outbound

This paper cites An Overview of Current Methods for Real-World Applications to Generalize or Transport Clinical Trial Findings to Target Populations of Interest.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models An Overview of Current Methods for Real-World Applications to Generalize or Transport Clinical Trial Findings to Target Populations of Interest

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-11T21:36:48.889997Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d6398dfa-983a-496a-aee5-ae61806efbdb · outbound

This paper cites A Survey on Transfer Learning.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models A Survey on Transfer Learning

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:50.054956Z

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.

Observation 1e933d58-cc15-44b1-acb9-e558de4be135 · outbound

This paper cites A survey of transfer learning.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models A survey of transfer learning

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:50.030856Z

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.

Observation 38dcd406-b9ca-4bf7-b3f9-70645c37e72a · outbound

This paper cites Causal effect on a target population: A sensitivity analysis to handle missing covariates.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Causal effect on a target population: A sensitivity analysis to handle missing covariates

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:50.008887Z

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.

Observation f10898a0-bc81-4fb1-afdc-6d221b9a8c47 · outbound

This paper cites Covariate Balancing Sensitivity Analysis for Extrapolating Randomized Trials across Locations.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Covariate Balancing Sensitivity Analysis for Extrapolating Randomized Trials across Locations

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-11T21:36:48.920622Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4204fd91-1731-4227-88bc-234112b9fe6b · outbound

This paper cites Federated Adaptive Causal Estimation (FACE) of Target Treatment Effects.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Federated Adaptive Causal Estimation (FACE) of Target Treatment Effects

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-11T21:36:48.928870Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa43720b-0ba9-47df-8e0e-049f44c99165 · outbound

This paper cites Exploiting Causal Structure for Robust Model Selection in Unsupervised Domain Adaptation.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Exploiting Causal Structure for Robust Model Selection in Unsupervised Domain Adaptation

Reference 71

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:49.988956Z

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.

Observation c08dc276-76fd-4521-b944-3484872928b5 · outbound

This paper cites Off-Policy Evaluation and Learning for External Validity under a Covariate Shift.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Off-Policy Evaluation and Learning for External Validity under a Covariate Shift

Reference 72

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:49.970237Z

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.

Observation 511f6c0d-8f1a-42b8-b092-7aac028d0a2a · outbound

This paper cites A Unified Framework on Generalizability of Clinical Prediction Models.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models A Unified Framework on Generalizability of Clinical Prediction Models

Reference 73

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:49.950834Z

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.

Observation 2e4a42a5-e664-43f2-a5e3-b30db799d46a · outbound

This paper cites Using Big Data to Emulate a Target Trial When a Randomized Trial Is Not Available.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Using Big Data to Emulate a Target Trial When a Randomized Trial Is Not Available

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:49.932900Z

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.

Observation c31ec108-9ebc-4127-8529-ee059671e456 · outbound

This paper cites an unresolved cited work.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Unresolved cited work

Reference 75

Resolution: unresolved; raw_fallback, observed 2026-08-11T21:36:49.913163Z

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.

Observation 05ee81ea-ed4e-4fac-8656-4ceecf364a81 · outbound

This paper cites Using density ratio weighting is not possible to correct concept shift.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Using density ratio weighting is not possible to correct concept shift

Reference 76

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:49.893111Z

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.

Observation 523c7a27-8412-4abc-8272-58d32df7633f · outbound

This paper cites an unresolved cited work.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Unresolved cited work

Reference 77

Resolution: unresolved; raw_fallback, observed 2026-08-11T21:36:49.874055Z

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.

Observation 476b7b5c-ee12-4117-abb7-df660354d123 · outbound

This paper cites an unresolved cited work.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Unresolved cited work

Reference 78

Resolution: unresolved; raw_fallback, observed 2026-08-11T21:36:49.854357Z

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.

Observation d09c23e6-0183-48da-9726-c54d2f0f886c · outbound

This paper cites an unresolved cited work.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Unresolved cited work

Reference 79

Resolution: unresolved; raw_fallback, observed 2026-08-11T21:36:49.829062Z

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.

Observation 0c71a703-2873-43bb-9ed7-15776b1f6925 · outbound

This paper cites The authors used simulated data to test the performance of the prediction models.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models The authors used simulated data to test the performance of the prediction models

Reference 80

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:49.808238Z

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.

Observation 1bd3fedd-5e0f-4fa2-abbb-0a15c9611f2b · outbound

This paper cites covariate shift Assessing multiple feature selection methods for transportability across several clinical outcomes - Only used MIMIC-IV dataset for evaluation.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models covariate shift Assessing multiple feature selection methods for transportability across several clinical outcomes - Only used MIMIC-IV dataset for evaluation

Reference 81

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:49.786983Z

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.

Observation 2c81e34b-15ac-4115-986b-c0412247bdf7 · outbound

This paper cites an unresolved cited work.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Unresolved cited work

Reference 82

Resolution: unresolved; raw_fallback, observed 2026-08-11T21:36:49.765772Z

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.

Observation bca7a297-7347-4350-b491-7e68caf428cd · outbound

This paper cites The choices of candidate predictors should be guided by clinical knowledge.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models The choices of candidate predictors should be guided by clinical knowledge

Reference 83

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:49.745709Z

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.

Observation 3c21a17d-2684-488d-84ec-9045a431aaeb · outbound

This paper cites an unresolved cited work.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Unresolved cited work

Reference 84

Resolution: unresolved; raw_fallback, observed 2026-08-11T21:36:49.727451Z

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.

Observation 076e1ae0-e296-4117-b6c9-19130316f49b · outbound

This paper cites an unresolved cited work.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Unresolved cited work

Reference 85

Resolution: unresolved; raw_fallback, observed 2026-08-11T21:36:49.709296Z

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.

Observation 279c9056-b057-434b-a084-e8cb562a8697 · outbound

This paper cites In their prior work, the author developed site-specific XGBoost models for three healthcare systems (KPSC, IH, UWM) using over 200 candidate features.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models In their prior work, the author developed site-specific XGBoost models for three healthcare systems (KPSC, IH, UWM) using over 200 candidate features

Reference 86

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:49.685038Z

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.

Observation 5169680c-bcb2-47f9-acb2-aa952f00689e · outbound

This paper cites an unresolved cited work.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Unresolved cited work

Reference 87

Resolution: unresolved; raw_fallback, observed 2026-08-11T21:36:49.660370Z

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.

Observation fe5fdd80-93e1-4817-8ce0-3e461e6d6066 · outbound

This paper cites an unresolved cited work.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Unresolved cited work

Reference 88

Resolution: unresolved; raw_fallback, observed 2026-08-11T21:36:49.635349Z

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.

Observation f6d96855-6132-4202-9037-af8b53fe2a7f · outbound

This paper cites (prior probability shift).

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models (prior probability shift)

Reference 89

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:49.611746Z

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.

Observation 35f5e5fc-1676-49ff-9cfb-301a2c082d74 · outbound

This paper cites an unresolved cited work.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Unresolved cited work

Reference 90

Resolution: unresolved; raw_fallback, observed 2026-08-11T21:36:49.589480Z

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.

Observation 67edcc75-e1a9-4e2c-a1aa-780e937332f1 · outbound

This paper cites N o Aut hor s Methodology Description Need target populatio n? Domain knowledge ? Stated assumptions Reported advantages Reported limitations Experiments 1 5 Pearl et al.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models N o Aut hor s Methodology Description Need target populatio n? Domain knowledge ? Stated assumptions Reported advantages Reported limitations Experiments 1 5 Pearl et al

Reference 91

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:49.565077Z

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.

Observation 3f9b104a-167a-4068-88bb-911b870b7bb9 · outbound

This paper cites an unresolved cited work.

Scoping review of methodology for aiding generalisability and transportability of clinical prediction models Unresolved cited work

Reference 92

Resolution: unresolved; raw_fallback, observed 2026-08-11T21:36:49.544204Z

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.

Coverage vector

Reference resolution

Outbound references

Pith citing papers