Reviewing methodological approaches to dose-response modelling in complex interventions: insights and perspectives.

Autori: Payne, Mollie¹ (AUTHOR) mollie.payne@kcl.ac.uk, Stringer, Dominic¹ (AUTHOR), Carter, Ben¹ (AUTHOR), Hardy, Amy^2,3 (AUTHOR), Emsley, Richard¹ (AUTHOR)

Fonte: BMC Medical Research Methodology. 5/16/2025, Vol. 25 Issue 1, p1-10. 10p.

Soggetti: *CAUSAL inference, *RANDOMIZED controlled trials, *MATHEMATICAL statistics, *PATIENT participation, *MULTILEVEL models

Estimating treatment effects using parametric models as counter-factual evidence.

Autori: Jackson, Richard¹ (AUTHOR) RichJ23@liverpool.ac.uk, Johnson, Philip¹ (AUTHOR), Berhane, Sarah^2,3 (AUTHOR), Kolamunnage-Dona, Ruwanthi¹ (AUTHOR), Hughes, David¹ (AUTHOR), Dodd, Susanna¹ (AUTHOR), Neoptolemos, John⁴ (AUTHOR), Palmer, Daniel¹ (AUTHOR), Cox, Trevor¹ (AUTHOR)

Fonte: BMC Medical Research Methodology. 4/9/2025, Vol. 25 Issue 1, p1-11. 11p.

Soggetti: *CAUSAL inference, *INDIVIDUALIZED medicine, *PARAMETRIC modeling, *PANCREATIC cancer, *COHORT analysis

Simultaneous treatment effect estimation and variable selection for observational data.

Autori: Ma, Eun-Yeol¹ (AUTHOR), Lee, Uichin² (AUTHOR), Kim, Heeyoung¹ (AUTHOR) heeyoungkim@kaist.ac.kr

Fonte: IISE Transactions. Apr2025, Vol. 57 Issue 4, p380-392. 13p.

Soggetti: *CAUSAL inference, *ESTIMATION bias, *TREATMENT effectiveness

Simulating hierarchical data to assess the utility of ecological versus multilevel analyses in obtaining individual-level causal effects.

Autori: Kakampakou, Lydia¹ (AUTHOR), Stokes, Jonathan² (AUTHOR), Hoehn, Andreas² (AUTHOR), de Kamps, Marc³ (AUTHOR), Lawniczak, Wiktoria³ (AUTHOR), Arnold, Kellyn F.⁴ (AUTHOR), Hensor, Elizabeth M. A.⁵ (AUTHOR), Heppenstall, Alison J.⁶ (AUTHOR) Alison.Heppenstall@glasgow.ac.uk, Gilthorpe, Mark S.⁷ (AUTHOR) m.s.gilthorpe@leedsbeckett.ac.uk

Fonte: BMC Medical Research Methodology. 3/22/2025, Vol. 25 Issue 1, p1-23. 23p.

Soggetti: *CAUSAL inference, *MATHEMATICAL statistics, *CITIES & towns, *MEDICAL sciences, *DECISION making

A doubly robust estimator for continuous treatments in high dimensions.

Autori: Gao, Qian¹ (AUTHOR), Wang, Jiale¹ (AUTHOR), Fang, Ruiling¹ (AUTHOR), Sun, Hongwei² (AUTHOR), Wang, Tong¹ (AUTHOR) tongwang@sxmu.edu.cn

Fonte: BMC Medical Research Methodology. 2/13/2025, Vol. 25 Issue 1, p1-15. 15p.

Soggetti: *STATISTICAL significance, *CAUSAL inference, *ALZHEIMER'S disease, *STATISTICAL correlation, *SAMPLE size (Statistics)

Modelling sensory attenuation as Bayesian causal inference across two datasets.

Autori: Eckert, Anna-Lena¹ (AUTHOR) eckertan@staff.uni-marburg.de, Fuehrer, Elena² (AUTHOR), Schmitter, Christina³ (AUTHOR), Straube, Benjamin³ (AUTHOR), Fiehler, Katja² (AUTHOR), Endres, Dominik¹ (AUTHOR)

Fonte: PLoS ONE. 1/24/2025, Vol. 20 Issue 1, p1-27. 27p.

Soggetti: *CAUSAL inference, *BAYESIAN field theory, *MARKOV processes, *PREDICTION models, *SCHIZOPHRENIA

What Does Randomization Do?

Autori: Lewis, Michael A.¹ michael.a.lewis@hunter.cuny.edu

Fonte: Journal of Humanistic Mathematics. Jan2025, Vol. 15 Issue 1, p264-276. 13p.

Soggetti: *CAUSAL inference, *MEDICAL scientists, *SOCIAL scientists, *CONFOUNDING variables, *SCIENTIFIC observation

Utilising causal inference methods to estimate effects and strategise interventions in observational health data.

Autori: Duong, Bao¹ (AUTHOR), Senadeera, Manisha¹ (AUTHOR), Nguyen, Toan¹ (AUTHOR) k.nguyen@deakin.edu.au, Nichols, Melanie² (AUTHOR), Backholer, Kathryn² (AUTHOR), Allender, Steven² (AUTHOR), Nguyen, Thin¹ (AUTHOR)

Fonte: PLoS ONE. 12/30/2024, Vol. 19 Issue 12, p1-23. 23p.

Soggetti: *CAUSAL inference, *RANDOMIZED controlled trials, *RESEARCH personnel, *POPULATION health, *HEALTH surveys

Mahalanobis balancing: A multivariate perspective on approximate covariate balancing.

Autori: Dai, Yimin¹ (AUTHOR), Yan, Ying¹ (AUTHOR) yanying7@mail.sysu.edu.cn

Fonte: Scandinavian Journal of Statistics. Dec2024, Vol. 51 Issue 4, p1450-1471. 22p.

Soggetti: *CAUSAL inference, *CONTROL groups

Incremental Propensity Score Effects for Criminology: An Application Assessing the Relationship Between Homelessness, Behavioral Health Problems, and Recidivism.

Autori: Jacobs, Leah A.¹ (AUTHOR) leahjacobs@pitt.edu, McClean, Alec² (AUTHOR), Branson, Zach² (AUTHOR), Kennedy, Edward² (AUTHOR), Fixler, Alex¹ (AUTHOR)

Fonte: Journal of Quantitative Criminology. Dec2024, Vol. 40 Issue 4, p707-726. 20p.

Soggetti: *RECIDIVISM rates, *CAUSAL inference, *CRIMINOLOGY, *MACHINE learning, *STATISTICAL significance, *RECIDIVISM, *HOMELESSNESS

Mega or Micro? Influencer Selection Using Follower Elasticity.

Autori: Tian, Zijun (AUTHOR) ztian@wustl.edu, Dew, Ryan (AUTHOR), Iyengar, Raghuram (AUTHOR)

Fonte: Journal of Marketing Research (JMR). Jun2024, Vol. 61 Issue 3, p472-495. 24p.

Soggetti: *INFLUENCER marketing, *STREAMING video & television, CAUSAL inference, DEEP learning, TAGS (Metadata), ONLINE social networks

Reviews & Products: TIKTOK (Web resource)

Graph-enabled cognitive digital twins for causal inference in maintenance processes.

Autori: Lim, Kendrik Yan Hong^1,2 (AUTHOR), Yosal, Theresia Stefanny¹ (AUTHOR), Chen, Chun-Hsien¹ (AUTHOR) mchchen@ntu.edu.sg, Zheng, Pai³ (AUTHOR), Wang, Lihui⁴ (AUTHOR), Xu, Xun⁵ (AUTHOR)

Fonte: International Journal of Production Research. Jul2024, Vol. 62 Issue 13, p4717-4734. 18p.

Soggetti: *NEW product development, DIGITAL twins, CAUSAL inference, KNOWLEDGE graphs, KNOWLEDGE representation (Information theory), SEMANTICS

Termini geografici: LOUVAIN (Belgium)

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A comparison of time-varying propensity score vs sequential stratification approaches to longitudinal matching with a time-varying treatment.

Autori: Richey, Morgan¹ (AUTHOR), Maciejewski, Matthew L.^1,2,3,4 (AUTHOR) mlm34@duke.edu, Zepel, Lindsay¹ (AUTHOR), Arterburn, David^5,6 (AUTHOR), Kawatkar, Aniket⁷ (AUTHOR), Sloan, Caroline E.^2,4 (AUTHOR), Smith, Valerie A.^1,2,4,8 (AUTHOR)

Fonte: BMC Medical Research Methodology. 11/13/2024, Vol. 24 Issue 1, p1-10. 10p.

Soggetti: *BARIATRIC surgery, *CAUSAL inference, *LONGITUDINAL method, *COMPARATOR circuits, *COHORT analysis

Does voluntary practice improve the outcome of an OSCE in undergraduate medical studies? A Propensity Score Matching approach.

Autori: Tsikas, Stefanos A.¹ (AUTHOR) Tsikas.Stefanos@mh-hannover.de, Afshar, Kambiz² (AUTHOR), Fischer, Volkhard¹ (AUTHOR)

Fonte: PLoS ONE. 10/24/2024, Vol. 19 Issue 10, p1-16. 16p.

Soggetti: *PROPENSITY score matching, *CAUSAL inference, *CATHETERIZATION, *VENOUS puncture, *CONTROL groups

Estimating treatment effect in randomized trial after control to treatment crossover using external controls.

Autori: Zhou, Xiner^1,2 (AUTHOR), Pang, Herbert^2,3 (AUTHOR) pang.herbert@gene.com, Drake, Christiana¹ (AUTHOR), Burger, Hans Ulrich⁴ (AUTHOR), Zhu, Jiawen² (AUTHOR)

Fonte: Journal of Biopharmaceutical Statistics. Oct2024, Vol. 34 Issue 6, p893-921. 29p.

Soggetti: *CLINICAL trials, *CAUSAL inference, *RANDOMIZED controlled trials, *TREATMENT effectiveness, *EMPIRICAL research

Multisensory perceptual and causal inference is largely preserved in medicated post-acute individuals with schizophrenia.

Autori: Rohe, Tim^1,2 (AUTHOR) tim.rohe@fau.de, Hesse, Klaus¹ (AUTHOR), Ehlis, Ann-Christine^1,3 (AUTHOR), Noppeney, Uta⁴ (AUTHOR)

Fonte: PLoS Biology. 9/10/2024, Vol. 22 Issue 9, p1-39. 39p.

Soggetti: *CAUSAL inference, *PEOPLE with schizophrenia, *SENSORIMOTOR integration, *BAYESIAN field theory, *SCHIZOPHRENIA

Does managerial myopia promote enterprises over-financialization? Evidence from listed firms in China.

Autori: Chen, Yanchi¹ (AUTHOR), Ye, Ju¹ (AUTHOR) c774402944@126.com, Shi, Qi² (AUTHOR)

Fonte: PLoS ONE. 9/5/2024, Vol. 19 Issue 9, p1-18. 18p.

Soggetti: *FINANCIAL statements, *CAUSAL inference, *CORPORATION reports, *CAUSAL models, *RESOURCE allocation

Gaps in the usage and reporting of multiple imputation for incomplete data: findings from a scoping review of observational studies addressing causal questions.

Autori: Mainzer, Rheanna M.^1,2 (AUTHOR) rheanna.mainzer@unimelb.edu.au, Moreno-Betancur, Margarita^1,2 (AUTHOR), Nguyen, Cattram D.^1,2 (AUTHOR), Simpson, Julie A.^3,4 (AUTHOR), Carlin, John B.^1,3 (AUTHOR), Lee, Katherine J.^1,2 (AUTHOR)

Fonte: BMC Medical Research Methodology. 9/4/2024, Vol. 24 Issue 1, p1-15. 15p.

Soggetti: *MISSING data (Statistics), *CAUSAL inference, *RESEARCH questions, *DATA integrity, *DATA extraction