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1
https://www.pfizer.com/news/articles/predictive_modeling_in_clinical_trials_a_data_backed_crystal_ball
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https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7049012/
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3
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7
https://www.clinicalleader.com/doc/predictive-modeling-in-clinical-trial-enrollment-0001
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8
https://www.contractpharma.com/contents/view_online-exclusives/2022-02-11/machine-learning-based-predictive-modeling-notable-uses-in-clinical-trials/
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9
https://dcri.org/predictive-modeling-key-improved-clinical-trials-patient-care/
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10
http://vertassets.blob.core.windows.net/download/77decada/77decada-51aa-48fd-9112-9daa00d2d086/whitepaper_predictivemodeling_acurian.pdf
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11
https://www.medrxiv.org/content/10.1101/2021.11.12.21266277v1.full
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12
https://www.linkedin.com/pulse/developing-predictive-models-optimise-clinical-trial-outcomes-al
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https://blog.nalashaahealth.com/importance-predictive-models-clinical-trials/
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14
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15
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https://link.springer.com/chapter/10.1007/978-3-030-48555-9_8
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17
https://www.jmir.org/2020/10/e21439/
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20
https://www.outsourcing-pharma.com/Article/2022/08/15/Predictive-analytics-could-unlock-precision-medicine-progress
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21
https://www.semanticscholar.org/paper/Modern-Analytic-Techniques-for-Predictive-Modeling-Anisimov/8e8ba9f0e4fabedebb635eddda10ac45ad356a85
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22
https://aicure.com/blog/opinion/bridging-clinical-research-to-real-world-patient-care-through-predictive-analytics/
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23
https://bmcmedinformdecismak.biomedcentral.com/articles/10.1186/1472-6947-13-134
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24
https://www.tuftsmedicalcenter.org/research-clinical-trials/institutes-centers-labs/institute-for-clinical-research-and-health-policy-studies/research-programs/center-for-predictive-analytics-and-comparative-effectivness
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25
http://proceedings.mlr.press/v106/qi19a/qi19a.pdf
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26
https://seleritysas.com/blog/2021/03/22/how-predictive-analytics-platforms-can-optimise-clinical-research/
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27
https://www.appliedclinicaltrialsonline.com/view/pfizer-s-first-predictive-modeling-system
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28
https://journals.lww.com/epidem/Fulltext/2020/05000/Aim_for_Clinical_Utility,_Not_Just_Predictive.8.aspx
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29
https://mosaicdatascience.com/2020/01/20/predictive-pharma-analytics-trial-recruitment/
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30
https://cyntegrity.com/predictive-analytics-in-risk-based-monitoring-part-1/
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31
https://www.medidata.com/en/clinical-trial-products/medidata-ai/clinical-trial-analytics/
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https://www.itransition.com/blog/predictive-modeling-in-healthcare
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33
https://www.mayo.edu/research/clinical-trials/cls-20491209
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34
https://www.iqvia.com/solutions/research-and-development/clinical-trials/site-identification
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35
https://www.sbir.gov/node/1305595
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36
https://medium.com/marcus-evans-online-events/increase-clinical-trials-recruitment-with-predictive-analytics-using-real-world-data-4f9fd4c2befc
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https://www.novartis.com/stories/predictive-analytics-could-bring-medicines-patients-faster
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https://www.igi-global.com/chapter/predictive-analytics-to-support-clinical-trials-get-healthier/187903
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39
https://clinicaltrials.gov/ct2/show/NCT05309356
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40
https://www.sciencedirect.com/science/article/pii/S0936655521004416
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41
https://alz-journals.onlinelibrary.wiley.com/doi/full/10.1002/trc2.12223
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42
https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0263193
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43
https://www.hipxchange.org/ImplementPredictiveModels
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44
http://search.proquest.com/openview/0b17c8e4726f3f29bd846b76efcdfb47/1?pq-origsite=gscholar&cbl=42572
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https://vimeo.com/557483287
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https://healthitanalytics.com/news/what-are-the-benefits-of-predictive-analytics-in-healthcare
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https://atm.amegroups.com/article/view/24543/html
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48
https://www.fiercehealthcare.com/it/predictive-modeling-can-flag-potential-candidates-for-clinical-trials
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https://academic.oup.com/biostatistics/article/23/2/485/5911853
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50
https://m.cancanys.com/using-predictive-analytics-and-simulationt-to-improve-therapeutic-outcomes/
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https://twitter.com/kshameer/status/1305991628776243202
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52
https://softarex.com/expertise/data-science-ml-predictive-modeling/
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53
https://www.ajmc.com/view/integrating-predictive-models-into-care-facilitating-informed-decision-making-and-communicating-equity-issues
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54
https://blog.statsols.com/new-tool-for-clinical-trial-milestone-predictions
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55
https://www.businesswire.com/news/home/20220203005640/en/Medidata-Experts-Address-Operationalizing-Decentralized-Clinical-Trials-and-AI-Predictive-Models-at-SCOPE-Conference
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56
https://demigos.com/blog-post/predictive-modeling-in-healthcare/
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57
https://evonexus.org/news/parallel-6-acquires-npruv-inc-a-clinical-trial-patient-matching-and-predictive-modeling-technology-company/
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https://www.youtube.com/watch?v=Ltv8s5F1Zts
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59
https://www.silvercloudhealth.com/us/blog/digital-mental-health-developing-predictive-modeling-tools
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60
https://www.ripplescience.com/automation-and-predictive-analytics-as-tools-to-improve-retention-predicting-and-avoiding-study-dropout/
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61
https://www.healthcatalyst.com/wp-content/uploads/2014/02/Why-predictive-modeling-healthcare-requires-a-data-warehouse.pdf
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62
https://light-it.net/blog/use-of-predictive-modeling-in-healthcare/
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63
https://www.indeed.com/q-Data-Scientist-Predictive-Analytic-Clinical-jobs.html
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64
https://www.intel.com/content/www/us/en/healthcare-it/predictive-analytics.html
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65
https://www.patientcentra.com/strategy
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66
https://www.berryconsultants.com/2021/09/10/los-angeles-county-predictive-modeling-of-the-covid-19-pandemic/
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67
https://informatics.bmj.com/content/28/1/e100253
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68
https://ohdsi.github.io/PatientLevelPrediction/articles/BuildingPredictiveModels.html
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69
https://journals.sagepub.com/doi/full/10.4137/CIN.S19330
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70
https://icahn.mssm.edu/research/clinical-intelligence-center
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71
https://arxiv.org/pdf/1909.03801
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72
https://www.philips.com/a-w/about/news/archive/features/20200604-predictive-analytics-in-healthcare-three-real-world-examples.html
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73
https://www.elsevier.com/connect/seven-ways-predictive-analytics-can-improve-healthcare
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https://www.patheon.com/us/en/innovative-solutions/digital-enablement.html
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https://www.techtarget.com/searchbusinessanalytics/tip/Predictive-analytics-in-healthcare-12-valuable-use-cases
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https://www.arbormetrix.com/blog/intro-predictive-analytics-healthcare/
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77
https://www.mayoclinicproceedings.org/article/S0025-6196(21)00708-4/fulltext
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78
https://www.acpjournals.org/doi/10.7326/m14-0697
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https://www.clinicaloncologyonline.net/article/S0936-6555(21)00441-6/fulltext
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80
https://www.frontiersin.org/articles/10.3389/fpubh.2021.727274/full
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81
https://www.nuventra.com/resources/blog/avoid-clinical-trials-with-modeling-simulation/
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https://www2.deloitte.com/us/en/insights/topics/analytics/predictive-analytics-health-care-value-risks.html
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https://www.pharmavoice.com/news/2016-11-site-selection/612870/
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http://ctndisseminationlibrary.org/protocols/ctn0094.htm
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https://www.mdpi.com/2673-6284/11/3/35/pdf
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87
https://www.coursera.org/lecture/clinical-predictive-modeling/types-of-clinical-prediction-models-0Z6WW
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https://emerj.com/ai-sector-overviews/predictive-analytics-in-the-pharma-current-applications/
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https://www.cognizant.com/whitepapers/patients-recruitment-forecast-in-clinical-trials-codex1382.pdf
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https://www.thelancet.com/journals/eclinm/article/PIIS2589-5370(22)00106-7/fulltext
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https://www.academia.edu/22009004/Predictive_modelling_of_recruitment_and_drug_supply_in_multicenter_clinical_trials
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https://health.economictimes.indiatimes.com/news/industry/lab-to-shelf-through-effective-data-analytics/90580325
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https://ascopubs.org/doi/full/10.1200/EDBK_238891
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https://www.labmate-online.com/news/news-and-views/5/thermo-fisher-scientific-usa/combining-deep-site-data-and-ai-capability-to-advance-clinical-trials/57185
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https://www.mckinsey.com/industries/life-sciences/our-insights/generating-real-world-evidence-at-scale-using-advanced-analytics
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