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Machine learning in the estimation of causal effects: targeted minimum loss-based estimation and double/debiased machine learning

Biostatistics (Oxford, England), 2020-04, Vol.21 (2), p.353-358

Díaz, Iván

2020

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Non-agency interventions for causal mediation in the presence of intermediate confounding

Journal of the Royal Statistical Society. Series B, Statistical methodology, 2024-04, Vol.86 (2), p.435-460

Díaz, Iván

2024

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Statistical inference for data‐adaptive doubly robust estimators with survival outcomes

Statistics in medicine, 2019-07, Vol.38 (15), p.2735-2748

Díaz, Iván

2019

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DermaKNet: Incorporating the Knowledge of Dermatologists to Convolutional Neural Networks for Skin Lesion Diagnosis

IEEE journal of biomedical and health informatics, 2019-03, Vol.23 (2), p.547-559

Gonzalez-Diaz, Ivan

2019

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Nonparametric Causal Effects Based on Longitudinal Modified Treatment Policies

Journal of the American Statistical Association, 2023-04, Vol.118 (542), p.846-857

2023

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Efficient estimation of quantiles in missing data models

Journal of statistical planning and inference, 2017-11, Vol.190, p.39-51

Díaz, Iván

2017

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Modeling urban freight generation: A study of commercial establishments’ freight needs

Transportation research. Part A, Policy and practice, 2017-08, Vol.102, p.3-17

Sánchez-Díaz, Iván

2017

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Marine Atmospheric Corrosion of Carbon Steel: A Review

Materials, 2017-04, Vol.10 (4), p.406

2017

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Causal mediation analysis for stochastic interventions

Journal of the Royal Statistical Society. Series B, Statistical methodology, 2020-07, Vol.82 (3), p.661-683

2020

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Improving precision and power in randomized trials for COVID‐19 treatments using covariate adjustment, for binary, ordinal, and time‐to‐event outcomes

Biometrics, 2021-12, Vol.77 (4), p.1467-1481

2021

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On the Importance of Ligand-Centered Excited States in the Emission of Cyclometalated Ir(III) Complexes

Inorganic chemistry, 2021-09, Vol.60 (17), p.13222-13232

2021

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Enhanced precision in the analysis of randomized trials with ordinal outcomes

Biometrics, 2016-06, Vol.72 (2), p.422-431

2016

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The influence of aggregation level and category construction on estimation quality for freight trip generation models

Transportation research. Part E, Logistics and transportation review, 2019-01, Vol.121, p.134-148

2019

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Modeling the Interaction of Coronavirus Membrane Phospholipids with Photocatalitically Active Titanium Dioxide

The journal of physical chemistry letters, 2023-06, Vol.14 (25), p.5914-5923

2023

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Reclassification of Ischemic Stroke Etiological Subtypes on the Basis of High-Risk Nonstenosing Carotid Plaque

Stroke (1970), 2020-02, Vol.51 (2), p.504-510

2020

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Potential of Implementing Urban Freight Strategies in the Accommodation and Food Services Sector

Transportation research record, 2018-12, Vol.2672 (9), p.194-203

Sánchez-Díaz, Iván

2018

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Is there a higher prevalence of tinnitus in patients with temporomandibular disorders? A systematic review and meta‐analysis

Journal of oral rehabilitation, 2019-01, Vol.46 (1), p.76-86

2019

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Stress distribution and resistance of lap splices under fatigue loading

Engineering structures, 2018-11, Vol.175, p.700-710

2018

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Optimising precision and power by machine learning in randomised trials with ordinal and time‐to‐event outcomes with an application to COVID‐19

Journal of the Royal Statistical Society. Series A, Statistics in society, 2022-10, Vol.185 (4), p.2156-2178

2022

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Efficiently transporting causal direct and indirect effects to new populations under intermediate confounding and with multiple mediators

Biostatistics (Oxford, England), 2022-07, Vol.23 (3), p.789-806

2022

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On the importance of equatorial metal-centered excited states in the photophysics of cyclometallated Ir() complexes

Dalton transactions : an international journal of inorganic chemistry, 2023-08, Vol.52 (3), p.1437-1447

2023

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When the ends do not justify the means: Learning who is predicted to have harmful indirect effects

Journal of the Royal Statistical Society. Series A, Statistics in society, 2022-12, Vol.185 (Suppl 2), p.S573-S589

2022

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Efficient and flexible estimation of natural direct and indirect effects under intermediate confounding and monotonicity constraints

Biometrics, 2023-12, Vol.79 (4), p.3126-3139

2023

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Synthesis, and spectroscopic and structural characterization of three new styrylquinoline–benzimidazole hybrids

Acta crystallographica. Section C, Crystal structure communications, 2022-11, Vol.78 (11), p.671-680

2022

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Annual Atmospheric Corrosion of Carbon Steel Worldwide. An Integration of ISOCORRAG, ICP/UNECE and MICAT Databases

Materials, 2017-05, Vol.10 (6), p.601

2017

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Machine learning in the estimation of causal effects: targeted minimum loss-based estimation and double/debiased machine learning

Non-agency interventions for causal mediation in the presence of intermediate confounding

Statistical inference for data‐adaptive doubly robust estimators with survival outcomes

DermaKNet: Incorporating the Knowledge of Dermatologists to Convolutional Neural Networks for Skin Lesion Diagnosis

Nonparametric Causal Effects Based on Longitudinal Modified Treatment Policies

Efficient estimation of quantiles in missing data models

Modeling urban freight generation: A study of commercial establishments’ freight needs

Marine Atmospheric Corrosion of Carbon Steel: A Review

Causal mediation analysis for stochastic interventions

Improving precision and power in randomized trials for COVID‐19 treatments using covariate adjustment, for binary, ordinal, and time‐to‐event outcomes

On the Importance of Ligand-Centered Excited States in the Emission of Cyclometalated Ir(III) Complexes

Enhanced precision in the analysis of randomized trials with ordinal outcomes

The influence of aggregation level and category construction on estimation quality for freight trip generation models

Modeling the Interaction of Coronavirus Membrane Phospholipids with Photocatalitically Active Titanium Dioxide

Reclassification of Ischemic Stroke Etiological Subtypes on the Basis of High-Risk Nonstenosing Carotid Plaque

Potential of Implementing Urban Freight Strategies in the Accommodation and Food Services Sector

Is there a higher prevalence of tinnitus in patients with temporomandibular disorders? A systematic review and meta‐analysis

Stress distribution and resistance of lap splices under fatigue loading

Optimising precision and power by machine learning in randomised trials with ordinal and time‐to‐event outcomes with an application to COVID‐19

Efficiently transporting causal direct and indirect effects to new populations under intermediate confounding and with multiple mediators

On the importance of equatorial metal-centered excited states in the photophysics of cyclometallated Ir() complexes

When the ends do not justify the means: Learning who is predicted to have harmful indirect effects

Efficient and flexible estimation of natural direct and indirect effects under intermediate confounding and monotonicity constraints

Synthesis, and spectroscopic and structural characterization of three new styrylquinoline–benzimidazole hybrids

Annual Atmospheric Corrosion of Carbon Steel Worldwide. An Integration of ISOCORRAG, ICP/UNECE and MICAT Databases

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