Performance evaluation of predictive AI models to support medical decisions: Overview and guidance | Paper Citation Record

Observation 8c7803c6-60e2-4282-8bb0-e77c2ddf5fe0 · outbound

This paper cites Clinical prediction models: diagnosis versus prognosis.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Clinical prediction models: diagnosis versus prognosis

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.486368Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b46d559c-d2b7-40b0-9276-59b247f5f742 · outbound

This paper cites Risk factors for a permanent stoma after resection of left-sided obstructive colon cancer - A prediction model.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Risk factors for a permanent stoma after resection of left-sided obstructive colon cancer - A prediction model

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.491723Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f81cb9b-5c0c-4889-93af-65fd4abbc64b · outbound

This paper cites Deep learning of electrocardiograms in sinus rhythm from US veterans to predict atrial fibrillation.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Deep learning of electrocardiograms in sinus rhythm from US veterans to predict atrial fibrillation

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.496250Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1274ab9f-44e3-4dfb-88d1-4177fa827179 · outbound

This paper cites The measurement of performance in probabilistic diagnosis.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance The measurement of performance in probabilistic diagnosis

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.500742Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c31d60a6-d252-4500-83f6-bb24317eec5f · outbound

This paper cites The measurement of performance in probabilistic diagnosis.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance The measurement of performance in probabilistic diagnosis

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.504969Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b10a502-22b6-49de-82f0-ab2a1abebaef · outbound

This paper cites The measurement of performance in probabilistic diagnosis.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance The measurement of performance in probabilistic diagnosis

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.509134Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e1824d17-2c83-4c29-8885-1a26e86348e9 · outbound

This paper cites An experimental comparison of performance measures for classification.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance An experimental comparison of performance measures for classification

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.513985Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6880ece4-c738-4f70-bdf6-6e60103d6d5d · outbound

This paper cites Assessing the performance of prediction models: a framework for traditional and novel measures.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Assessing the performance of prediction models: a framework for traditional and novel measures

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.518491Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 09c57137-5fcd-4192-af77-dfc8b5e63865 · outbound

This paper cites Metrics reloaded: Recommendations for image analysis validation.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Metrics reloaded: Recommendations for image analysis validation

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.523555Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0cfb5b4c-dfbb-4d4a-b841-ca839030d508 · outbound

This paper cites Assessing the performance of classification methods.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Assessing the performance of classification methods

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.528791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0ea39ae-680b-4038-bc11-3b14e317327e · outbound

This paper cites A unified view of performance metrics: translating threshold choice of into expected classification loss.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance A unified view of performance metrics: translating threshold choice of into expected classification loss

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.533708Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6fae4e23-cd28-49b0-a231-22bbc41058dc · outbound

This paper cites Evaluation of Sepsis Prediction Models before Onset of Treatment.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Evaluation of Sepsis Prediction Models before Onset of Treatment

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.538865Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58c0e472-22aa-4f73-a1e1-1522c5e67bbc · outbound

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

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Evaluation of clinical prediction models (part 1): from development to external validation

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.543626Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 37bbfe1d-f357-478c-b8af-e724f22adfc5 · outbound

This paper cites Perspectives on validation of clinical predictive algorithms.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Perspectives on validation of clinical predictive algorithms

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.547975Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a39acf4e-23f7-4569-8353-2371da90b4e8 · outbound

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

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Evaluation of clinical prediction models (part 2): how to undertake an external validation study

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.552379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 18e32afd-f2ed-47a4-bb5c-aa85682ed298 · outbound

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

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Targeted validation: validating clinical prediction models in their intended population and setting

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.556699Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 46e41ed2-bfcd-4af3-a9d0-a41118f03e6b · outbound

This paper cites an unresolved cited work.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.562069Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd8a629b-bb33-4576-a4ec-8119c6ebc9bd · outbound

This paper cites Comparison of the ADNEX and ROMA risk prediction models for the diagnosis of ovarian cancer: a multicentre external validation in patients who underwent surgery.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Comparison of the ADNEX and ROMA risk prediction models for the diagnosis of ovarian cancer: a multicentre external validation in patients who underwent surgery

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.567002Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3af85557-81a9-4841-ba29-979cf1070250 · outbound

This paper cites External correspondence: Decompositions of the mean probability score.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance External correspondence: Decompositions of the mean probability score

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.571458Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d385bf6-ef58-4042-b8e2-549cafa844f3 · outbound

This paper cites Discrimination slope and integrated discrimination improvement - properties, relationships and impact of calibration.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Discrimination slope and integrated discrimination improvement - properties, relationships and impact of calibration

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.575921Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0fdb3650-c70e-4d92-a265-575f4fc32c40 · outbound

This paper cites Therapeutic decision making: a cost-benefit analysis.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Therapeutic decision making: a cost-benefit analysis

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.580224Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 60953987-5464-4a80-9119-3ae5babef39f · outbound

This paper cites The foundations of cost-sensitive learning.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance The foundations of cost-sensitive learning

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.584356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7cca7b0e-bada-405d-9939-cdb00168d8e6 · outbound

This paper cites Three myths about risk thresholds for prediction models.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Three myths about risk thresholds for prediction models

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.588429Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04aacae0-8d85-4d60-947d-128a464a151a · outbound

This paper cites Decision Curve Analysis: A Novel Method for Evaluating Prediction Models.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Decision Curve Analysis: A Novel Method for Evaluating Prediction Models

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.592502Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 510b72bd-f5b4-476d-9369-30773d946801 · outbound

This paper cites An improved measure for comparing diagnostic tests.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance An improved measure for comparing diagnostic tests

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.596866Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 03bc98c9-c299-4be9-9203-19912e2cd6b7 · outbound

This paper cites ESGO/ISUOG/IOTA/ESGE consensus statement on preoperative diagnosis of ovarian tumors.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance ESGO/ISUOG/IOTA/ESGE consensus statement on preoperative diagnosis of ovarian tumors

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.601569Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 952b8ee9-fe95-42b0-be67-9e31ba065916 · outbound

This paper cites A simple, step-by-step guide to interpreting decision curve analysis.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance A simple, step-by-step guide to interpreting decision curve analysis

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.605674Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98de8b05-03e1-44a4-8950-1b064ea38714 · outbound

This paper cites Piloting a new method to estimate action thresholds in medicine through intuitive weighing.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Piloting a new method to estimate action thresholds in medicine through intuitive weighing

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.609699Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00c7b125-a0c1-47fe-a570-e2ea4dcdc60b · outbound

This paper cites Using relative utility curves to evaluate risk prediction.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Using relative utility curves to evaluate risk prediction

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.613684Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5295531f-8e38-42ee-b89a-b3a5733648f2 · outbound

This paper cites Assessing the net benefit of machine learning models in the presence of resource constraints.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Assessing the net benefit of machine learning models in the presence of resource constraints

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.617539Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ecba71cb-02c3-458c-a60b-934caae1016c · outbound

This paper cites good-looking.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance good-looking

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.621758Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5457dbf-ce28-4b01-840f-84ed3044779f · outbound

This paper cites A simulation study of preditive ability measures in a survival model I: explained variation measures.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance A simulation study of preditive ability measures in a survival model I: explained variation measures

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.625615Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 36fb76bb-68db-4bed-a151-e6d44911c4d6 · outbound

This paper cites Loss Functions for Binary Class Probability Estimation and Classification: Structure and Applications.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Loss Functions for Binary Class Probability Estimation and Classification: Structure and Applications

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.630070Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 033a7969-d580-4d91-ae4e-c2e65ca017dd · outbound

This paper cites Strictly proper scoring rules, prediction, and estimation.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Strictly proper scoring rules, prediction, and estimation

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.634458Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af2a0939-743e-4736-a355-9bf599ccefd6 · outbound

This paper cites A note on the evaluation of novel biomarkers: do not rely on integrated discrimination improvement and net reclassification index.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance A note on the evaluation of novel biomarkers: do not rely on integrated discrimination improvement and net reclassification index

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.638297Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df537c86-e121-41c2-a60e-a5ef540aa3c1 · outbound

This paper cites Novel Decompositions of Proper Scoring Rules for Classification: Score Adjustment as Precursor to Calibration.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Novel Decompositions of Proper Scoring Rules for Classification: Score Adjustment as Precursor to Calibration

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.642278Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab410234-91a9-4b1c-8f57-5cb482d61be2 · outbound

This paper cites Assessing diagnostic tests by a strictly proper scoring rule.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Assessing diagnostic tests by a strictly proper scoring rule

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.646129Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 129b680f-9099-436c-bd50-39914dd07683 · outbound

This paper cites Caveats and pitfalls of ROC analysis in clinical microarray research (and how to avoid them).

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Caveats and pitfalls of ROC analysis in clinical microarray research (and how to avoid them)

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.650649Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d11fbde2-8ac0-4271-9779-6fabd106b13d · outbound

This paper cites Confidence intervals for an effect size measure based on the Mann-Whitney statistic.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Confidence intervals for an effect size measure based on the Mann-Whitney statistic

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.655111Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5fc73c2f-5c2c-405f-96dd-df1cd1b0a320 · outbound

This paper cites The use of the area under the ROC curve in the evaluation of machine learning algorithms.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance The use of the area under the ROC curve in the evaluation of machine learning algorithms

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.660424Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3fe5e42f-935f-4602-978f-c9f586d52c97 · outbound

This paper cites ROC curves for clinical prediction models part 1.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance ROC curves for clinical prediction models part 1

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.665145Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4718fc48-e5b1-453c-9aa5-18c8ce4c3bf4 · outbound

This paper cites The use of receiver operating characteristic curves in biomedical informatics.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance The use of receiver operating characteristic curves in biomedical informatics

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.670273Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f22eebd-4041-45d3-9247-934792e1895a · outbound

This paper cites Learning from Imbalanced Data Sets.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Learning from Imbalanced Data Sets

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.674720Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cec364db-c064-4cd7-bd5d-72a463dace4b · outbound

This paper cites Improving the practice of classifier performance assessment.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Improving the practice of classifier performance assessment

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.679179Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation adf7e668-00a6-49e6-a8cb-478667000c4f · outbound

This paper cites The precision-recall plot is more informative than the ROC plot when evaluating binary classifiers on imbalanced datasets.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance The precision-recall plot is more informative than the ROC plot when evaluating binary classifiers on imbalanced datasets

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.683718Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5522fdf2-74fa-4069-adcc-29e4d9e3d99c · outbound

This paper cites A new concordant partial AUC and partial c statistic for imbalanced data in the evaluation of machine learning algorithms.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance A new concordant partial AUC and partial c statistic for imbalanced data in the evaluation of machine learning algorithms

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.688114Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c16b8aa-c6d9-4c94-805b-9008e3bfc562 · outbound

This paper cites AUC: a misleading measure of the performance of predictive distribution models.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance AUC: a misleading measure of the performance of predictive distribution models

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.692615Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 794dde0a-84e3-4228-813c-979dbcecda60 · outbound

This paper cites The relationship between precision-recall and ROC curves.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance The relationship between precision-recall and ROC curves

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.696957Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca6a2c09-c328-4612-b90f-8938e91fd14e · outbound

This paper cites A Closer Look at AUROC and AUPRC under Class Imbalance.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance A Closer Look at AUROC and AUPRC under Class Imbalance

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.701773Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec0f2409-85ac-4e8c-a3ea-13426cc375a1 · outbound

This paper cites Interpreting area under the receiver operating characteristic curve.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Interpreting area under the receiver operating characteristic curve

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.706359Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 017bcdda-bc95-4430-b20d-cd8c0505e12f · outbound

This paper cites The precision-recall curve overcame the optimism of the receiver operating characteristic curve in rare diseases.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance The precision-recall curve overcame the optimism of the receiver operating characteristic curve in rare diseases

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.710425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee12a17c-2bab-4934-9fd3-f6779deca611 · outbound

This paper cites Area under the precision-recall curve: point estimates and confidence intervals.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Area under the precision-recall curve: point estimates and confidence intervals

Reference 52

Resolution: verified exact; doi, observed 2026-08-11T16:15:16.263719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 381f9688-8adc-4792-aac8-2c2859830cf7 · outbound

This paper cites Partial AUC estimation and regression.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Partial AUC estimation and regression

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.718952Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7693bbcc-d320-43cf-8fb7-533e23fa66aa · outbound

This paper cites an unresolved cited work.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Unresolved cited work

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.723207Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b8344df8-19a5-4f51-bcd9-4391cc00f3c5 · outbound

This paper cites A calibration hierarchy for risk models was defined: from utopia to empirical data.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance A calibration hierarchy for risk models was defined: from utopia to empirical data

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.727968Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 015b765b-0966-4e94-8e88-0da790578f2e · outbound

This paper cites calibration slope.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance calibration slope

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.731730Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0506b91-42e8-4776-bdb9-307411c6a3e7 · outbound

This paper cites Two further applications of a model for binary regression.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Two further applications of a model for binary regression

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.736058Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ee9b328-24cd-4ae2-8f19-d051346e0449 · outbound

This paper cites Predicting good probabilities with supervised learning.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Predicting good probabilities with supervised learning

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.740412Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a520f31-8908-4cbc-9a93-3c8ed7fd35cb · outbound

This paper cites Graphical assessment of internal and external calibration of logistic regression models by using loess smoothers.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Graphical assessment of internal and external calibration of logistic regression models by using loess smoothers

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.744934Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0287047f-e61e-43c4-a3af-12b06d73e846 · outbound

This paper cites Calibration: the Achilles heel of predictive analytics.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Calibration: the Achilles heel of predictive analytics

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.749286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b93cfefa-7b6c-4818-b424-64bacac13b5a · outbound

This paper cites A new calibration test and a reappraisal of the calibration belt for the assessment of prediction models based on dichotomous outcomes.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance A new calibration test and a reappraisal of the calibration belt for the assessment of prediction models based on dichotomous outcomes

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.753254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25c96935-050c-4d30-ac95-2bae6f9a8fb8 · outbound

This paper cites Smooth ECE: Principled Reliability Diagrams via Kernel Smoothing.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Smooth ECE: Principled Reliability Diagrams via Kernel Smoothing

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.757488Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e9311ad-4103-4320-99eb-4c3950ab2535 · outbound

This paper cites Obtaining Well Calibrated Probabilities Using Bayesian Binning.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Obtaining Well Calibrated Probabilities Using Bayesian Binning

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.761975Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 79feba05-7a01-4d2a-9161-d609afd9a7b1 · outbound

This paper cites Risk prediction models for discrete ordinal outcomes: calibration and the impact of the proportional odds assumption.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Risk prediction models for discrete ordinal outcomes: calibration and the impact of the proportional odds assumption

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.766887Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c207a6c-8756-433e-8ee9-bebc1652075a · outbound

This paper cites A spline-based tool to assess and visualize calibration of multiclass risk predictions.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance A spline-based tool to assess and visualize calibration of multiclass risk predictions

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.772502Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c59a4982-ddea-4f0e-95ce-8295f987b083 · outbound

This paper cites The integrated calibration index (ICI) and related metrics for quantifying the calibration of logistic regression models.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance The integrated calibration index (ICI) and related metrics for quantifying the calibration of logistic regression models

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.776974Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 28b09346-97f0-4190-bdba-6edbe1759470 · outbound

This paper cites Metrics of calibration for probabilistic predictions.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Metrics of calibration for probabilistic predictions

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.782232Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4a09ee2-c743-4208-82ee-9b94e6b5b238 · outbound

This paper cites Non-parametric inference on calibration of predicted risks.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Non-parametric inference on calibration of predicted risks

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.786949Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bef8da73-1116-4d79-b573-41659b3e0144 · outbound

This paper cites A comparison of goodness-of-fit tests for the logistic regression model.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance A comparison of goodness-of-fit tests for the logistic regression model

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.791751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a066693-351b-4967-9ccd-07fb1ab17e3d · outbound

This paper cites Transparent reporting of a multivariable prediction model for individual prognosis or diagnosis (TRIPOD).

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Transparent reporting of a multivariable prediction model for individual prognosis or diagnosis (TRIPOD)

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.795975Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 941a09ff-c416-4858-b073-3e490d70654e · outbound

This paper cites Assessing the goodness of fit of logistic regression models in large samples: A modification of the Hosmer-Lemeshow test.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Assessing the goodness of fit of logistic regression models in large samples: A modification of the Hosmer-Lemeshow test

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.800811Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf7bed6e-7b4b-4868-beca-63a9c6a7095d · outbound

This paper cites Calibration tests in multi-class classification: A unifying framework.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Calibration tests in multi-class classification: A unifying framework

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.805428Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 83946c74-1e00-4516-aec4-12c504ad0990 · outbound

This paper cites A translational perspective towards clinical AI fairness.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance A translational perspective towards clinical AI fairness

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.810232Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b84b9956-7d19-4d2f-8a10-f2de26c92571 · outbound

This paper cites Beyond calibration: estimating the grouping loss of modern neural networks.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Beyond calibration: estimating the grouping loss of modern neural networks

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.814849Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0eb75c3b-c99f-477f-ac18-0b040efbecc4 · outbound

This paper cites Aleatoric and epistemic uncertainty in machine learning: an introduction to concepts and methods.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Aleatoric and epistemic uncertainty in machine learning: an introduction to concepts and methods

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.819673Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1eab0357-1232-4af3-b28e-ca2a9a2d28b9 · outbound

This paper cites Pattern Recognition and Machine Learning.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Pattern Recognition and Machine Learning

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.824492Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4755c653-6221-4a4c-b25f-6c32bb551e91 · outbound

This paper cites Probability for machine learning: discover how to harness uncertainty with Python.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Probability for machine learning: discover how to harness uncertainty with Python

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.829149Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2829f8a1-ab25-40cf-8e0b-18dba3f38e6c · outbound

This paper cites Verification of forecasts expressed in terms of probability.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Verification of forecasts expressed in terms of probability

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.834082Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2060f452-9c62-4aa6-9899-4c6c2dea8ea9 · outbound

This paper cites Statistical Methods in the Atmospheric Sciences.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Statistical Methods in the Atmospheric Sciences

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.838348Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a1c58ba0-ac3e-4372-9a1f-5a600b460fdc · outbound

This paper cites The index of prediction accuracy: an intuitive measure useful for evaluating risk prediction models.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance The index of prediction accuracy: an intuitive measure useful for evaluating risk prediction models

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.842525Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9ff46d5-72d0-407a-a81d-e3f5309ea289 · outbound

This paper cites Explained variation for logistic regression.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Explained variation for logistic regression

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.847449Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7ebc1a8-cc62-400d-9acd-9399361b885c · outbound

This paper cites Coefficients of determination for multiple logistic regression analysis.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Coefficients of determination for multiple logistic regression analysis

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.851259Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 766ab44f-9bef-4213-b503-bf196107c364 · outbound

This paper cites Properties of R2 statistics for logistic regression.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Properties of R2 statistics for logistic regression

Reference 83

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T16:15:17.544137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 3b0de786-1154-47a2-963c-eb3bd27f24d0 · outbound

This paper cites A note on a general definition of the coefficient of determination.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance A note on a general definition of the coefficient of determination

Reference 84

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T16:15:17.529090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d7876d6c-d2f1-4caa-8c11-320ee8edc832 · outbound

This paper cites Coefficients of determination in logistic regression models – a new proposal: the coefficient of discrimination.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Coefficients of determination in logistic regression models – a new proposal: the coefficient of discrimination

Reference 85

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T16:15:17.514323Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b3c9dc2a-04a6-4c28-a109-1d6c83ddd213 · outbound

This paper cites Modifying ROC curves to incorporate predicted probabilities.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Modifying ROC curves to incorporate predicted probabilities

Reference 86

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T16:15:17.500510Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c1cc3334-0bdd-441c-93a7-4b92d33229f0 · outbound

This paper cites Dynamic prediction in clinical survival analysis.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Dynamic prediction in clinical survival analysis

Reference 87

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T16:15:17.485648Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 82b8c70d-ffa0-447f-b148-0db41aa99bc3 · outbound

This paper cites Evaluating machine learning models and their diagnostic value.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Evaluating machine learning models and their diagnostic value

Reference 88

Resolution: unresolved; no resolver link, observed 2026-08-11T16:15:15.877506Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aca07956-3395-456b-a5d6-bf62ac81b5af · outbound

This paper cites Index for rating diagnostic tests.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Index for rating diagnostic tests

Reference 89

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T16:15:17.470624Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 097c92da-7ffb-4e73-826d-f99e328c9bc2 · outbound

This paper cites The balanced accuracy and its posterior distribution.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance The balanced accuracy and its posterior distribution

Reference 90

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T16:15:17.455923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 28b1f41b-a5fc-45c6-9159-319b47f26f4a · outbound

This paper cites A coefficient of agreement for nominal scales.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance A coefficient of agreement for nominal scales

Reference 91

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T16:15:17.441182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 5f74c1d8-b27f-4b6b-bbe0-48b16bb40d71 · outbound

This paper cites Information Retrieval.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Information Retrieval

Reference 92

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T16:15:17.426509Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 847b34ce-e9f2-469d-b06d-b2c05c457179 · outbound

This paper cites The advantages of the Matthews correlation coefficient (MCC) over F1 score and accuracy in binary classification evaluation.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance The advantages of the Matthews correlation coefficient (MCC) over F1 score and accuracy in binary classification evaluation

Reference 93

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T16:15:17.412365Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 2716ace8-e08c-443a-a35d-fb5db2e97e25 · outbound

This paper cites A Review of the F-Measure: Its History, Properties, Criticism, and Alternatives.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance A Review of the F-Measure: Its History, Properties, Criticism, and Alternatives

Reference 94

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T16:15:17.396996Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 3616dc6f-2254-4024-91cf-82cad7211a80 · outbound

This paper cites Assessing the accuracy of prediction algorithms for classification: an overview.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Assessing the accuracy of prediction algorithms for classification: an overview

Reference 95

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T16:15:17.382665Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 3bda14c0-1458-4d03-8eb4-e03b7e04f94f · outbound

This paper cites The Matthews correlation coefficient (MCC) is more reliable than balanced accuracy, bookmaker informedness, and markedness in two-class confusion matrix evaluation.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance The Matthews correlation coefficient (MCC) is more reliable than balanced accuracy, bookmaker informedness, and markedness in two-class confusion matrix evaluation

Reference 96

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T16:15:17.367464Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 97577c92-2024-4f2b-913f-6e9762faceb9 · outbound

This paper cites Decision-making in health and medicine: integrating evidence and Values.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Decision-making in health and medicine: integrating evidence and Values

Reference 97

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T16:15:17.353203Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation bddb6033-fc46-4049-ab17-99a719ac8eeb · outbound

This paper cites Net benefit approaches to the evaluation of prediction models, molecular markers, and diagnostic tests.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Net benefit approaches to the evaluation of prediction models, molecular markers, and diagnostic tests

Reference 98

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T16:15:17.338538Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 9453c78e-1fd3-47f1-b67c-6f836c90fb39 · outbound

This paper cites Assessing the clinical impact of risk models for opting out of treatment.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Assessing the clinical impact of risk models for opting out of treatment

Reference 99

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T16:15:17.322943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 534879fe-9ed7-4dc9-b384-8c21f37c4a04 · outbound

This paper cites Calibration of risk prediction models: impact on decision-analytic performance.

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance Calibration of risk prediction models: impact on decision-analytic performance

Reference 100

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T16:15:17.309121Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Coverage vector

Reference resolution

Outbound references

Pith citing papers