Journal Article
. 2009 Dec;14(4).
doi: 10.1037/a0016973.

An introduction to recursive partitioning: rationale, application, and characteristics of classification and regression trees, bagging, and random forests

Carolin Strobl 1 James Malley  Gerhard Tutz  
  • PMID: 19968396
  •     30 References
  •     369 citations


Recursive partitioning methods have become popular and widely used tools for nonparametric regression and classification in many scientific fields. Especially random forests, which can deal with large numbers of predictor variables even in the presence of complex interactions, have been applied successfully in genetics, clinical medicine, and bioinformatics within the past few years. High-dimensional problems are common not only in genetics, but also in some areas of psychological research, where only a few subjects can be measured because of time or cost constraints, yet a large amount of data is generated for each subject. Random forests have been shown to achieve a high prediction accuracy in such applications and to provide descriptive variable importance measures reflecting the impact of each variable in both main effects and interactions. The aim of this work is to introduce the principles of the standard recursive partitioning methods as well as recent methodological improvements, to illustrate their usage for low and high-dimensional data exploration, but also to point out limitations of the methods and potential pitfalls in their practical application. Application of the methods is illustrated with freely available implementations in the R system for statistical computing.

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Ting Ting Oh, Colleen G Martel, +2 authors, Bobby D Nossaman.
Ochsner J, 2015 Sep 29; 15(3). PMID: 26412993    Free PMC article.
Distinct preoptic-BST nuclei dissociate paternal and infanticidal behavior in mice.
Yousuke Tsuneoka, Kenichi Tokita, +8 authors, Kumi O Kuroda.
EMBO J, 2015 Oct 02; 34(21). PMID: 26423604    Free PMC article.
Sparse Modeling Reveals miRNA Signatures for Diagnostics of Inflammatory Bowel Disease.
Matthias Hübenthal, Georg Hemmrich-Stanisak, +6 authors, Andre Franke.
PLoS One, 2015 Oct 16; 10(10). PMID: 26466382    Free PMC article.
Factors Associated With Premature Exits From Supported Housing.
Sonya Gabrielian, Alaina V Burns, +3 authors, Alexander S Young.
Psychiatr Serv, 2015 Oct 16; 67(1). PMID: 26467908    Free PMC article.
A Pathway Based Classification Method for Analyzing Gene Expression for Alzheimer's Disease Diagnosis.
Nicola Voyle, Aoife Keohane, +11 authors, Richard Jb Dobson.
J Alzheimers Dis, 2015 Oct 21; 49(3). PMID: 26484910    Free PMC article.
Sensitive Periods for Developing a Robust Trait of Appetitive Aggression.
Anke Köbach, Thomas Elbert.
Front Psychiatry, 2015 Nov 04; 6. PMID: 26528191    Free PMC article.
Using Classification and Regression Trees (CART) to Identify Prescribing Thresholds for Cardiovascular Disease.
Chris Schilling, Duncan Mortimer, +3 authors, Philip Clarke.
Pharmacoeconomics, 2015 Nov 19; 34(2). PMID: 26578402
Item-focussed Trees for the Identification of Items in Differential Item Functioning.
Gerhard Tutz, Moritz Berger.
Psychometrika, 2015 Nov 26; 81(3). PMID: 26596721
Development and Application of a Genetic Algorithm for Variable Optimization and Predictive Modeling of Five-Year Mortality Using Questionnaire Data.
Lucas J Adams, Ghalib Bello, Gerard G Dumancas.
Bioinform Biol Insights, 2015 Nov 26; 9(Suppl 3). PMID: 26604716    Free PMC article.
Violent Offending Promotes Appetitive Aggression Rather than Posttraumatic Stress-A Replication Study with Burundian Ex-Combatants.
Anke Köbach, Corina Nandi, +3 authors, Thomas Elbert.
Front Psychol, 2015 Dec 24; 6. PMID: 26696913    Free PMC article.
Using decision trees for measuring gender equity in the timing of angiography in patients with acute coronary syndrome: a novel approach to equity analysis.
Arlene S Bierman, Adalsteinn D Brown, Carey M Levinton.
Int J Equity Health, 2015 Dec 25; 14. PMID: 26698302    Free PMC article.
Inflammatory biomarkers and spontaneous preterm birth among obese women.
Matthew B Wallenstein, Laura L Jelliffe-Pawlowski, +4 authors, Gary M Shaw.
J Matern Fetal Neonatal Med, 2015 Dec 25; 29(20). PMID: 26700828    Free PMC article.
Initiating maize pre-breeding programs using genomic selection to harness polygenic variation from landrace populations.
Gregor Gorjanc, Janez Jenko, Sarah J Hearne, John M Hickey.
BMC Genomics, 2016 Jan 07; 17. PMID: 26732811    Free PMC article.
Identifying Moderators of Response to the Penn Resiliency Program: A Synthesis Study.
Steven M Brunwasser, Jane E Gillham.
Prev Sci, 2016 Jan 14; 19(Suppl 1). PMID: 26759001    Free PMC article.
The Random Forests statistical technique: An examination of its value for the study of reading.
Kazunaga Matsuki, Victor Kuperman, Julie A Van Dyke.
Sci Stud Read, 2016 Jan 16; 20(1). PMID: 26770056    Free PMC article.
The number of inpatient consultations is negatively correlated with patient satisfaction in patients with prolonged hospital stays.
Ryan K Schmocker, Sara E Holden, +4 authors, Emily R Winslow.
Am J Surg, 2016 Jan 23; 212(2). PMID: 26792276    Free PMC article.
Heterogeneous Effects of Housing Vouchers on the Mental Health of US Adolescents.
Quynh C Nguyen, David H Rehkopf, Nicole M Schmidt, Theresa L Osypuk.
Am J Public Health, 2016 Jan 23; 106(4). PMID: 26794179    Free PMC article.
Using patient self-reports to study heterogeneity of treatment effects in major depressive disorder.
R C Kessler, H M van Loo, +10 authors, A M Zaslavsky.
Epidemiol Psychiatr Sci, 2016 Jan 27; 26(1). PMID: 26810628    Free PMC article.
Assessing sample representativeness in randomized controlled trials: application to the National Institute of Drug Abuse Clinical Trials Network.
Ryoko Susukida, Rosa M Crum, +2 authors, Ramin Mojtabai.
Addiction, 2016 Jan 31; 111(7). PMID: 26825855    Free PMC article.
Magnetic resonance imaging of swallowing-related structures in nasopharyngeal carcinoma patients receiving IMRT: Longitudinal dose-response characterization of quantitative signal kinetics.
Jay A Messer, Abdallah S R Mohamed, +16 authors, Clifton D Fuller.
Radiother Oncol, 2016 Feb 03; 118(2). PMID: 26830697    Free PMC article.
r2VIM: A new variable selection method for random forests in genome-wide association studies.
Silke Szymczak, Emily Holzinger, +6 authors, Joan E Bailey-Wilson.
BioData Min, 2016 Feb 04; 9. PMID: 26839594    Free PMC article.
Which Diagnostic Criteria are Most Useful in Discriminating Between Social Gamblers and Individuals with Gambling Problems? An Examination of DSM-IV and DSM-5 Criteria.
Caroline E Temcheff, Thomas S Paskus, Marc N Potenza, Jeffrey L Derevensky.
J Gambl Stud, 2016 Feb 06; 32(3). PMID: 26846481
Machine learning and data mining in complex genomic data--a review on the lessons learned in Genetic Analysis Workshop 19.
Inke R König, Jonathan Auerbach, +6 authors, Hsin-Chou Yang.
BMC Genet, 2016 Feb 13; 17 Suppl 2. PMID: 26866367    Free PMC article.
Beyond mean pharyngeal constrictor dose for beam path toxicity in non-target swallowing muscles: Dose-volume correlates of chronic radiation-associated dysphagia (RAD) after oropharyngeal intensity modulated radiotherapy.
MD Anderson Head and Neck Cancer Symptom Working Group.
Radiother Oncol, 2016 Feb 22; 118(2). PMID: 26897515    Free PMC article.
Potential selection bias associated with using geocoded birth records for epidemiologic research.
Sandie Ha, Hui Hu, +3 authors, Xiaohui Xu.
Ann Epidemiol, 2016 Feb 26; 26(3). PMID: 26907541    Free PMC article.
Iron Supplementation and Altitude: Decision Making Using a Regression Tree.
Laura A Garvican-Lewis, Andrew D Govus, +2 authors, Christopher J Gore.
J Sports Sci Med, 2016 Mar 10; 15(1). PMID: 26957944    Free PMC article.
Determinants of per diem Hospital Costs in Mental Health.
Jan Wolff, Paul McCrone, Anita Patel, Claus Normann.
PLoS One, 2016 Apr 01; 11(3). PMID: 27031955    Free PMC article.
Divide and Conquer: Sub-Grouping of ASD Improves ASD Detection Based on Brain Morphometry.
Gajendra J Katuwal, Stefi A Baum, Nathan D Cahill, Andrew M Michael.
PLoS One, 2016 Apr 12; 11(4). PMID: 27065101    Free PMC article.
Development of a CART Model to Predict the Synthesis of Cardiotoxic Daunorubicinol in Heart Tissue Samples From Donors With and Without Down Syndrome.
Carrie C Hoefer, Rachael Hageman Blair, Javier G Blanco.
J Pharm Sci, 2016 Apr 27; 105(6). PMID: 27112290    Free PMC article.
Biodiversity response to natural gradients of multiple stressors on continental margins.
Erik A Sperling, Christina A Frieder, Lisa A Levin.
Proc Biol Sci, 2016 Apr 29; 283(1829). PMID: 27122565    Free PMC article.
Using Propensity Score Methods To Assess Causal Effects of Mothers' Dieting Behavior on Daughters' Early Dieting Behavior.
Donna L Coffman, Katherine N Balantekin, Jennifer S Savage.
Child Obes, 2016 May 06; 12(5). PMID: 27149408    Free PMC article.
Development and validation of empirically derived frequency criteria for NSSI disorder using exploratory data mining.
Brooke A Ammerman, Ross Jacobucci, +2 authors, Michael S McCloskey.
Psychol Assess, 2016 May 14; 29(2). PMID: 27176128    Free PMC article.
Predictors of Sudden Cardiac Death in Doberman Pinschers with Dilated Cardiomyopathy.
L Klüser, P J Holler, +5 authors, G Wess.
J Vet Intern Med, 2016 May 15; 30(3). PMID: 27177626    Free PMC article.
An examination of racial differences in 5-year survival of cervical cancer among African American and white American women in the southeastern US from 1985 to 2010.
Janaka Weragoda, Andres Azuero, +3 authors, Chandrika Piyathilake.
Cancer Med, 2016 May 18; 5(8). PMID: 27185053    Free PMC article.
A Clinical Decision Tree to Predict Whether a Bacteremic Patient Is Infected With an Extended-Spectrum β-Lactamase-Producing Organism.
Katherine E Goodman, Justin Lessler, +7 authors, Antibacterial Resistance Leadership Group.
Clin Infect Dis, 2016 Jul 01; 63(7). PMID: 27358356    Free PMC article.
A Recursive Partitioning Method for the Prediction of Preference Rankings Based Upon Kemeny Distances.
Antonio D'Ambrosio, Willem J Heiser.
Psychometrika, 2016 Jul 03; 81(3). PMID: 27370072
A Machine Learning Approach for Hot-Spot Detection at Protein-Protein Interfaces.
Rita Melo, Robert Fieldhouse, +6 authors, Irina S Moreira.
Int J Mol Sci, 2016 Jul 30; 17(8). PMID: 27472327    Free PMC article.
Research Review: Multi-informant integration in child and adolescent psychopathology diagnosis.
Michelle M Martel, Kristian Markon, Gregory T Smith.
J Child Psychol Psychiatry, 2016 Aug 06; 58(2). PMID: 27492280    Free PMC article.
Neural Predictors of Initiating Alcohol Use During Adolescence.
Lindsay M Squeglia, Tali M Ball, +6 authors, Susan F Tapert.
Am J Psychiatry, 2016 Aug 20; 174(2). PMID: 27539487    Free PMC article.
Oxytocin efficacy is modulated by dosage and oxytocin receptor genotype in young adults with high-functioning autism: a 24-week randomized clinical trial.
H Kosaka, Y Okamoto, +19 authors, Y Wada.
Transl Psychiatry, 2016 Aug 24; 6(8). PMID: 27552585    Free PMC article.
Decision tree modeling using R.
Zhongheng Zhang.
Ann Transl Med, 2016 Aug 30; 4(15). PMID: 27570769    Free PMC article.
Impact of Resident Rotations on Critically Ill Patient Outcomes: Results of a French Multicenter Observational Study.
Benjamin G Chousterman, Romain Pirracchio, +3 authors, CUB-REA network.
PLoS One, 2016 Sep 15; 11(9). PMID: 27627449    Free PMC article.
Subarachnoid hemorrhage admissions retrospectively identified using a prediction model.
Shane W English, Lauralyn McIntyre, +7 authors, Carl van Walraven.
Neurology, 2016 Oct 22; 87(15). PMID: 27629096    Free PMC article.
Improving Production of Treated and Untreated Verbs in Aphasia: A Meta-Analysis.
Vânia de Aguiar, Roelien Bastiaanse, Gabriele Miceli.
Front Hum Neurosci, 2016 Oct 07; 10. PMID: 27708568    Free PMC article.
Detection of Independent Associations of Plasma Lipidomic Parameters with Insulin Sensitivity Indices Using Data Mining Methodology.
Steffi Kopprasch, Srirangan Dheban, +7 authors, Juergen Graessler.
PLoS One, 2016 Oct 14; 11(10). PMID: 27736893    Free PMC article.
Drug Concentration Thresholds Predictive of Therapy Failure and Death in Children With Tuberculosis: Bread Crumb Trails in Random Forests.
Soumya Swaminathan, Jotam G Pasipanodya, +5 authors, Tawanda Gumbo.
Clin Infect Dis, 2016 Oct 16; 63(suppl 3). PMID: 27742636    Free PMC article.
Highly Cited.
Predictors of treatment utilization and unmet treatment need among individuals with posttraumatic stress disorder from a national sample.
Carrie J Nobles, Sarah E Valentine, +2 authors, Luana Marques.
Gen Hosp Psychiatry, 2016 Nov 01; 43. PMID: 27796256    Free PMC article.
Lifestyle correlates of overweight in adults: a hierarchical approach (the SPOTLIGHT project).
Célina Roda, Hélène Charreire, +10 authors, Jean-Michel Oppert.
Int J Behav Nutr Phys Act, 2016 Nov 05; 13(1). PMID: 27809926    Free PMC article.
Development and validation of a rapid assessment tool for malaria prevention.
Judith Nekesa Mangeni, Diana Menya, +2 authors, Wendy Prudhomme O'Meara.
Malar J, 2016 Nov 09; 15(1). PMID: 27825350    Free PMC article.
The SURMetaGIT study: Design and rationale for a prospective pan-omics examination of the gastrointestinal response to Roux-en-Y gastric bypass surgery.
Priscila Sala, Giliane Belarmino, +17 authors, Dan Linetzky Waitzberg.
J Int Med Res, 2016 Nov 12; 44(6). PMID: 27834300    Free PMC article.
Finding structure in data using multivariate tree boosting.
Patrick J Miller, Gitta H Lubke, Daniel B McArtor, C S Bergeman.
Psychol Methods, 2016 Dec 06; 21(4). PMID: 27918183    Free PMC article.
Comparison of parametric and machine methods for variable selection in simulated Genetic Analysis Workshop 19 data.
Emily R Holzinger, Silke Szymczak, +7 authors, Joan E Bailey-Wilson.
BMC Proc, 2016 Dec 17; 10(Suppl 7). PMID: 27980627    Free PMC article.
Guidelines for Developing and Reporting Machine Learning Predictive Models in Biomedical Research: A Multidisciplinary View.
Wei Luo, Dinh Phung, +9 authors, Michael Berk.
J Med Internet Res, 2016 Dec 18; 18(12). PMID: 27986644    Free PMC article.
Highly Cited.
Phenotyping: Using Machine Learning for Improved Pairwise Genotype Classification Based on Root Traits.
Jiangsan Zhao, Gernot Bodner, Boris Rewald.
Front Plant Sci, 2016 Dec 22; 7. PMID: 27999587    Free PMC article.
Memory Resilience to Alzheimer's Genetic Risk: Sex Effects in Predictor Profiles.
Kirstie L McDermott, G Peggy McFall, +2 authors, Roger A Dixon.
J Gerontol B Psychol Sci Soc Sci, 2016 Dec 28; 72(6). PMID: 28025282    Free PMC article.
Current approaches used in epidemiologic studies to examine short-term multipollutant air pollution exposures.
Angel D Davalos, Thomas J Luben, Amy H Herring, Jason D Sacks.
Ann Epidemiol, 2017 Jan 04; 27(2). PMID: 28040377    Free PMC article.
The Reliability of Classification of Terminal Nodes in GUIDE Decision Tree to Predict the Nonalcoholic Fatty Liver Disease.
Mehdi Birjandi, Seyyed Mohammad Taghi Ayatollahi, Saeedeh Pourahmad.
Comput Math Methods Med, 2017 Jan 06; 2016. PMID: 28053651    Free PMC article.
Varietal Dynamics and Yam Agro-Diversity Demonstrate Complex Trajectories Intersecting Farmers' Strategies, Networks, and Disease Experience.
Laurent Penet, Denis Cornet, +6 authors, Dalila Pétro.
Front Plant Sci, 2017 Jan 10; 7. PMID: 28066500    Free PMC article.
Do deer and raccoons defecate in the right place? Fitness consequences of vertebrate seed dispersal for a deciduous forest herb.
Eric C Niederhauser, Glenn R Matlack.
Oecologia, 2017 Jan 13; 183(3). PMID: 28078452
Perceived Organizational Support for Enhancing Welfare at Work: A Regression Tree Model.
Gabriele Giorgi, David Dubin, Javier Fiz Perez.
Front Psychol, 2017 Jan 14; 7. PMID: 28082924    Free PMC article.
MTHFR Gene Polymorphism-Mutations and Air Pollution as Risk Factors for Breast Cancer: A Metaprediction Study.
Mildred C Gonzales, Pojui Yu, S Pamela K Shiao.
Nurs Res, 2017 Jan 24; 66(2). PMID: 28114181    Free PMC article.
Myocardial infarction in the Wisconsin Longitudinal Study: the interaction among environmental, health, social, behavioural and genetic factors.
Tina K Gonzales, James A Yonker, +3 authors, Craig S Atwood.
BMJ Open, 2017 Jan 25; 7(1). PMID: 28115328    Free PMC article.
Combined Action Observation and Motor Imagery Neurofeedback for Modulation of Brain Activity.
Christopher L Friesen, Timothy Bardouille, Heather F Neyedli, Shaun G Boe.
Front Hum Neurosci, 2017 Jan 26; 10. PMID: 28119594    Free PMC article.
A mediational model of obesity related disordered eating: The roles of childhood emotional abuse and self-perception.
Genna Hymowitz, Jessica Salwen, Katie Lee Salis.
Eat Behav, 2017 Jan 31; 26. PMID: 28131963    Free PMC article.
Preprocedural Prediction Model for Contrast-Induced Nephropathy Patients.
Wen-Jun Yin, Yi-Hu Yi, +4 authors, Xiao-Cong Zuo.
J Am Heart Assoc, 2017 Feb 06; 6(2). PMID: 28159819    Free PMC article.
Exposure-Response Analysis of Alvocidib (Flavopiridol) Treatment by Bolus or Hybrid Administration in Newly Diagnosed or Relapsed/Refractory Acute Leukemia Patients.
Carl LaCerte, Vijay Ivaturi, +5 authors, Michelle A Rudek.
Clin Cancer Res, 2017 Feb 09; 23(14). PMID: 28174232    Free PMC article.
Differential Influences of Parenting Dimensions and Parental Physical Abuse during Childhood on Overweight and Obesity in Adolescents.
Thomas Mößle, Sören Kliem, +2 authors, Dirk Baier.
Children (Basel), 2017 Mar 09; 4(3). PMID: 28272353    Free PMC article.
Early Symptom Trajectories as Predictors of Treatment Outcome for Citalopram Versus Placebo.
Sigal Zilcha-Mano, Steven P Roose, Patrick J Brown, Bret R Rutherford.
Am J Geriatr Psychiatry, 2017 Mar 21; 25(6). PMID: 28318797    Free PMC article.
Mid-Treatment Sleep Duration Predicts Clinically Significant Knee Osteoarthritis Pain reduction at 6 months: Effects From a Behavioral Sleep Medicine Clinical Trial.
Jessica K Salwen, Michael T Smith, Patrick H Finan.
Sleep, 2017 Apr 02; 40(2). PMID: 28364511    Free PMC article.
Medical Conditions in the First Years of Life Associated with Future Diagnosis of ASD in Children.
Stacey E Alexeeff, Vincent Yau, +5 authors, Lisa A Croen.
J Autism Dev Disord, 2017 Apr 24; 47(7). PMID: 28434058    Free PMC article.
Intervention in prediction measure: a new approach to assessing variable importance for random forests.
Irene Epifanio.
BMC Bioinformatics, 2017 May 04; 18(1). PMID: 28464827    Free PMC article.
Neuromyths in Music Education: Prevalence and Predictors of Misconceptions among Teachers and Students.
Nina Düvel, Anna Wolf, Reinhard Kopiez.
Front Psychol, 2017 May 10; 8. PMID: 28484416    Free PMC article.
Ki-67 and Cell Cycle Regulators p53, p63 and cyclinD1 as Prognostic Markers for Recurrence/ Progression of Bladder Urothelial Carcinoma.
Saba El-Gendi, Ghada Abu-Sheasha.
Pathol Oncol Res, 2017 May 11; 24(2). PMID: 28488128
Source identification of western Oregon Douglas-fir wood cores using mass spectrometry and random forest classification.
Kristen Finch, Edgard Espinoza, F Andrew Jones, Richard Cronn.
Appl Plant Sci, 2017 May 23; 5(5). PMID: 28529831    Free PMC article.
Assessing the accuracy and stability of variable selection methods for random forest modeling in ecology.
Eric W Fox, Ryan A Hill, +3 authors, Marc H Weber.
Environ Monit Assess, 2017 Jun 08; 189(7). PMID: 28589457    Free PMC article.
Rethinking the Current American Joint Committee on Cancer TNM Staging System for Medullary Thyroid Cancer.
Mohamed Abdelgadir Adam, Samantha Thomas, +2 authors, Julie A Sosa.
JAMA Surg, 2017 Jun 22; 152(9). PMID: 28636692    Free PMC article.
Dose-volume correlates of mandibular osteoradionecrosis in Oropharynx cancer patients receiving intensity-modulated radiotherapy: Results from a case-matched comparison.
MD Anderson Head and Neck Cancer Symptom Working Group.
Radiother Oncol, 2017 Jul 25; 124(2). PMID: 28733053    Free PMC article.
A Random Forest approach to predict the spatial distribution of sediment pollution in an estuarine system.
Eric S Walsh, Betty J Kreakie, Mark G Cantwell, Diane Nacci.
PLoS One, 2017 Jul 25; 12(7). PMID: 28738089    Free PMC article.
Cognitive function and patient-reported memory problems after radiotherapy for cancers at the skull base: A cross-sectional survivorship study using the Telephone Interview for Cognitive Status and the MD Anderson Symptom Inventory-Head and Neck Module.
Chase C Hansen, Joshua B Smith, +28 authors, MD Anderson Head and Neck Cancer Symptom Working Group.
Head Neck, 2017 Aug 02; 39(10). PMID: 28763137    Free PMC article.
Patty X Kuo, Brenda L Volling, +2 authors, Tianyi Yu.
Monogr Soc Res Child Dev, 2017 Aug 03; 82(3). PMID: 28766772    Free PMC article.
Brenda L Volling.
Monogr Soc Res Child Dev, 2017 Aug 03; 82(3). PMID: 28766773    Free PMC article.
Elizabeth Thomason, Wonjung Oh, +2 authors, Tianyi Yu.
Monogr Soc Res Child Dev, 2017 Aug 03; 82(3). PMID: 28766774    Free PMC article.
Paige Safyer, Matthew M Stevenson, +3 authors, Tianyi Yu.
Monogr Soc Res Child Dev, 2017 Aug 03; 82(3). PMID: 28766776    Free PMC article.
Brenda L Volling, Wonjung Oh, Richard Gonzalez.
Monogr Soc Res Child Dev, 2017 Aug 03; 82(3). PMID: 28766777    Free PMC article.
Ju-Hyun Song, Wonjung Oh, +2 authors, Tianyi Yu.
Monogr Soc Res Child Dev, 2017 Aug 03; 82(3). PMID: 28766778    Free PMC article.
Emma Beyers-Carlson, Matthew M Stevenson, +3 authors, Tianyi Yu.
Monogr Soc Res Child Dev, 2017 Aug 03; 82(3). PMID: 28766780    Free PMC article.
Wonjung Oh, Brenda L Volling, +2 authors, Ju-Hyun Song.
Monogr Soc Res Child Dev, 2017 Aug 03; 82(3). PMID: 28766781    Free PMC article.
Brenda L Volling, Richard Gonzalez, Tianyi Yu, Wonjung Oh.
Monogr Soc Res Child Dev, 2017 Aug 03; 82(3). PMID: 28766783    Free PMC article.
Wonjung Oh, Ju-Hyun Song, +2 authors, Tianyi Yu.
Monogr Soc Res Child Dev, 2017 Aug 03; 82(3). PMID: 28766785    Free PMC article.
Brenda L Volling.
Monogr Soc Res Child Dev, 2017 Aug 03; 82(3). PMID: 28766787    Free PMC article.
Environmental drivers of spatial patterns of topsoil nitrogen and phosphorus under monsoon conditions in a complex terrain of South Korea.
Gwanyong Jeong, Kwanghun Choi, +3 authors, Mareike Ließ.
PLoS One, 2017 Aug 25; 12(8). PMID: 28837590    Free PMC article.
Estimating the Optimal Personalized Treatment Strategy Based on Selected Variables to Prolong Survival via Random Survival Forest with Weighted Bootstrap.
Jincheng Shen, Lu Wang, +3 authors, Jeremy M G Taylor.
J Biopharm Stat, 2017 Sep 22; 28(2). PMID: 28934002    Free PMC article.
Statistical Approaches to Address Multi-Pollutant Mixtures and Multiple Exposures: the State of the Science.
Massimo Stafoggia, Susanne Breitner, Regina Hampel, Xavier Basagaña.
Curr Environ Health Rep, 2017 Oct 11; 4(4). PMID: 28988291
Costs, revenues and profits: an economic analysis of smallholder tobacco farmer livelihoods in Malawi.
Donald Makoka, Jeffrey Drope, +6 authors, Raphael Lencucha.
Tob Control, 2017 Oct 27; 26(6). PMID: 29066593    Free PMC article.
Nomogram for Predicting Cardiovascular Mortality in Incident Peritoneal Dialysis Patients: An Observational Study.
Xi Xia, Chen Zhao, +8 authors, Fengxian Huang.
Sci Rep, 2017 Oct 27; 7(1). PMID: 29066841    Free PMC article.
A new framework for prediction and variable selection for uncommon events in a large prospective cohort study.
Hye-Seung Lee, Jeffrey P Krischer.
Model Assist Stat Appl, 2017 Oct 28; 12(3). PMID: 29075164    Free PMC article.
Determinants for Sustained Use of an Activity Tracker: Observational Study.
Sander Hermsen, Jonas Moons, +2 authors, Martijn De Groot.
JMIR Mhealth Uhealth, 2017 Nov 01; 5(10). PMID: 29084709    Free PMC article.
Determination of size, sex and maturity stage of free swimming catsharks using laser photogrammetry.
Toby D Rogers, Giulia Cambiè, Michel J Kaiser.
Mar Biol, 2017 Nov 07; 164(11). PMID: 29104316    Free PMC article.
Derivation and validation of the Personal Support Algorithm: an evidence-based framework to inform allocation of personal support services in home and community care.
Chi-Ling Joanna Sinn, Aaron Jones, +4 authors, John P Hirdes.
BMC Health Serv Res, 2017 Nov 28; 17(1). PMID: 29178868    Free PMC article.
A Comparison of Methods for Uncovering Sample Heterogeneity: Structural Equation Model Trees and Finite Mixture Models.
Ross Jacobucci, Kevin J Grimm, John J McArdle.
Struct Equ Modeling, 2017 Dec 12; 24(2). PMID: 29225453    Free PMC article.
HIV-1 Subtypes and 5'LTR-Leader Sequence Variants Correlate with Seroconversion Status in Pumwani Sex Worker Cohort.
Raghavan Sampathkumar, Joel Scott-Herridge, +3 authors, Ma Luo.
Viruses, 2018 Jan 04; 10(1). PMID: 29295533    Free PMC article.
Destructive disinfection of infected brood prevents systemic disease spread in ant colonies.
Christopher D Pull, Line V Ugelvig, +5 authors, Sylvia Cremer.
Elife, 2018 Jan 10; 7. PMID: 29310753    Free PMC article.
Quantifying the Beauty of Words: A Neurocognitive Poetics Perspective.
Arthur M Jacobs.
Front Hum Neurosci, 2018 Jan 10; 11. PMID: 29311877    Free PMC article.
Estimating population extinction thresholds with categorical classification trees for Louisiana black bears.
Jared S Laufenberg, Joseph D Clark, Richard B Chandler.
PLoS One, 2018 Jan 24; 13(1). PMID: 29360863    Free PMC article.
Genome-wide association mapping and genomic prediction for CBSD resistance in Manihot esculenta.
Siraj Ismail Kayondo, Dunia Pino Del Carpio, +8 authors, Jean-Luc Jannink.
Sci Rep, 2018 Jan 26; 8(1). PMID: 29367617    Free PMC article.
Classification of rare land cover types: Distinguishing annual and perennial crops in an agricultural catchment in South Korea.
Christina Bogner, Bumsuk Seo, Dorian Rohner, Björn Reineking.
PLoS One, 2018 Jan 26; 13(1). PMID: 29370190    Free PMC article.
Free water determines diffusion alterations and clinical status in cerebral small vessel disease.
Marco Duering, Sofia Finsterwalder, +12 authors, Martin Dichgans.
Alzheimers Dement, 2018 Feb 07; 14(6). PMID: 29406155    Free PMC article.
Predictors of enrollment in individual- and couple-based lifestyle intervention trials for cancer survivors.
Emily Cox-Martin, Jaejoon Song, +2 authors, Karen Basen-Engquist.
Support Care Cancer, 2018 Feb 10; 26(7). PMID: 29423679
Genomics of end-Pleistocene population replacement in a small mammal.
Petr Kotlík, Silvia Marková, +2 authors, Jeremy B Searle.
Proc Biol Sci, 2018 Feb 14; 285(1872). PMID: 29436497    Free PMC article.
Comparing pharmacological treatments for cocaine dependence: Incorporation of methods for enhancing generalizability in meta-analytic studies.
Ryoko Susukida, Rosa M Crum, +2 authors, Ramin Mojtabai.
Int J Methods Psychiatr Res, 2018 Feb 22; 27(4). PMID: 29464791    Free PMC article.
Demographic predictors of active tuberculosis in people migrating to British Columbia, Canada: a retrospective cohort study.
Lisa A Ronald, Jonathon R Campbell, +5 authors, James C Johnston.
CMAJ, 2018 Feb 28; 190(8). PMID: 29483329    Free PMC article.
Grey-matter network disintegration as predictor of cognitive and motor function with aging.
Marisa Koini, Marco Duering, +5 authors, Reinhold Schmidt.
Brain Struct Funct, 2018 Mar 08; 223(5). PMID: 29511859    Free PMC article.
Shared periodic performer movements coordinate interactions in duo improvisations.
Tuomas Eerola, Kelly Jakubowski, +2 authors, Martin Clayton.
R Soc Open Sci, 2018 Mar 09; 5(2). PMID: 29515867    Free PMC article.
Robust Machine Learning Variable Importance Analyses of Medical Conditions for Health Care Spending.
Sherri Rose.
Health Serv Res, 2018 Mar 13; 53(5). PMID: 29527659    Free PMC article.
Across-subjects classification of stimulus modality from human MEG high frequency activity.
Britta U Westner, Sarang S Dalal, Simon Hanslmayr, Tobias Staudigl.
PLoS Comput Biol, 2018 Mar 13; 14(3). PMID: 29529062    Free PMC article.
Playing by the rules? Phenotypic adaptation to temperate environments in an American marsupial.
Sergio F Nigenda-Morales, Ryan J Harrigan, Robert K Wayne.
PeerJ, 2018 Apr 03; 6. PMID: 29607255    Free PMC article.
Predictors of abnormal brain computed tomography findings in patients with acute altered mental status in the emergency department.
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Clin Exp Emerg Med, 2018 Apr 06; 5(1). PMID: 29618186    Free PMC article.
Comparison of Algorithms to Triage Patients to Express Care in a Sexually Transmitted Disease Clinic.
Laura C Chambers, Lisa E Manhart, +3 authors, Julia C Dombrowski.
Sex Transm Dis, 2018 Apr 11; 45(10). PMID: 29634599    Free PMC article.
Multigroup Propensity Score Approach to Evaluating an Effectiveness Trial of the New Beginnings Program.
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Phylogeny, biogeography and methodology: a meta-analytic perspective on heterogeneity in adult marine turtle survival rates.
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Sci Rep, 2018 Apr 13; 8(1). PMID: 29643352    Free PMC article.
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Parental Involvement and Adolescent Academic Outcomes: Exploring Differences in Beneficial Strategies across Racial/Ethnic Groups.
Elizabeth Day, Aryn M Dotterer.
J Youth Adolesc, 2018 Apr 20; 47(6). PMID: 29671243
Development of a tool predicting severity of allergic reaction during peanut challenge.
R Sharon Chinthrajah, Natasha Purington, +8 authors, Kari C Nadeau.
Ann Allergy Asthma Immunol, 2018 May 02; 121(1). PMID: 29709643    Free PMC article.
Using network analysis for the prediction of treatment dropout in patients with mood and anxiety disorders: A methodological proof-of-concept study.
Wolfgang Lutz, Brian Schwartz, +3 authors, Julian A Rubel.
Sci Rep, 2018 May 20; 8(1). PMID: 29777110    Free PMC article.
Three Strategies for the Critical Use of Statistical Methods in Psychological Research.
Guillermo Campitelli, Guillermo Macbeth, Raydonal Ospina, Fernando Marmolejo-Ramos.
Educ Psychol Meas, 2018 May 26; 77(5). PMID: 29795937    Free PMC article.
Tree-Based Global Model Tests for Polytomous Rasch Models.
Basil Komboz, Carolin Strobl, Achim Zeileis.
Educ Psychol Meas, 2018 May 26; 78(1). PMID: 29795950    Free PMC article.
Quantitative nuclear histomorphometry predicts oncotype DX risk categories for early stage ER+ breast cancer.
Jon Whitney, German Corredor, +6 authors, Anant Madabhushi.
BMC Cancer, 2018 Jun 01; 18(1). PMID: 29848291    Free PMC article.
A recursive partitioning approach to investigating correlates of self-rated health: The CARDIA Study.
Shilpa Nayak, Alan Hubbard, Stephen Sidney, S Leonard Syme.
SSM Popul Health, 2018 Jun 02; 4. PMID: 29854903    Free PMC article.
Optimizing community-level surveillance data for pediatric asthma management.
Wande O Benka-Coker, Sara L Gale, +2 authors, Sheryl Magzamen.
Prev Med Rep, 2018 Jun 06; 10. PMID: 29868356    Free PMC article.
Psychopathological sequelae of female genital mutilation and their neuroendocrinological associations.
Anke Köbach, Martina Ruf-Leuschner, Thomas Elbert.
BMC Psychiatry, 2018 Jun 14; 18(1). PMID: 29895282    Free PMC article.
Positron emission tomography-computed tomography predictors of progression after DA-R-EPOCH for PMBCL.
Chelsea C Pinnix, Andrea K Ng, +19 authors, Loretta Nastoupil.
Blood Adv, 2018 Jun 14; 2(11). PMID: 29895624    Free PMC article.
Perceptions of climate change across the Canadian forest sector: The key factors of institutional and geographical environment.
Aitor Ameztegui, Kevin A Solarik, +3 authors, Dominique Gravel.
PLoS One, 2018 Jun 14; 13(6). PMID: 29897977    Free PMC article.
Prediction of survival with multi-scale radiomic analysis in glioblastoma patients.
Ahmad Chaddad, Siham Sabri, Tamim Niazi, Bassam Abdulkarim.
Med Biol Eng Comput, 2018 Jun 20; 56(12). PMID: 29915951
Identifying patients with asthma-chronic obstructive pulmonary disease overlap syndrome using latent class analysis of electronic health record data: a study protocol.
Mohammad A Al Sallakh, Sarah E Rodgers, +2 authors, Gwyneth A Davies.
NPJ Prim Care Respir Med, 2018 Jun 22; 28(1). PMID: 29925836    Free PMC article.
The Laboratory-Based Intermountain Validated Exacerbation (LIVE) Score Identifies Chronic Obstructive Pulmonary Disease Patients at High Mortality Risk.
Denitza P Blagev, Dave S Collingridge, +7 authors, Mehrdad Arjomandi.
Front Med (Lausanne), 2018 Jun 27; 5. PMID: 29942803    Free PMC article.
ADMETlab: a platform for systematic ADMET evaluation based on a comprehensively collected ADMET database.
Jie Dong, Ning-Ning Wang, +5 authors, Dong-Sheng Cao.
J Cheminform, 2018 Jun 27; 10(1). PMID: 29943074    Free PMC article.
Contributions of reader- and text-level characteristics to eye-movement patterns during passage reading.
Victor Kuperman, Kazunaga Matsuki, Julie A Van Dyke.
J Exp Psychol Learn Mem Cogn, 2018 Jul 20; 44(11). PMID: 30024266    Free PMC article.
Sexual Violence against Women in Germany: Prevalence and Risk Markers.
Deborah F Hellmann, Max W Kinninger, Sören Kliem.
Int J Environ Res Public Health, 2018 Aug 01; 15(8). PMID: 30061527    Free PMC article.
Meta-Analysis of NOS3 G894T Polymorphisms with Air Pollution on the Risk of Ischemic Heart Disease Worldwide.
Robin Johns, Zhao-Feng Chen, +4 authors, S Pamela K Shiao.
Toxics, 2018 Aug 04; 6(3). PMID: 30071659    Free PMC article.
Increased HSF1 expression predicts shorter disease-specific survival of prostate cancer patients following radical prostatectomy.
Johanna K Björk, Ilmari Ahonen, +9 authors, Malin Åkerfelt.
Oncotarget, 2018 Aug 23; 9(58). PMID: 30131848    Free PMC article.
The influence of solid state information and descriptor selection on statistical models of temperature dependent aqueous solubility.
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J Cheminform, 2018 Aug 31; 10(1). PMID: 30159699    Free PMC article.
Controlled feature selection and compressive big data analytics: Applications to biomedical and health studies.
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PLoS One, 2018 Aug 31; 13(8). PMID: 30161148    Free PMC article.
Age determination for whitespotted conger Conger myriaster through somatic and otolith morphometrics.
Xiuxia Mu, Chongliang Zhang, +3 authors, Yiping Ren.
PLoS One, 2018 Sep 06; 13(9). PMID: 30183762    Free PMC article.
Neurophysiology contributes to outcome prediction after cardiac arrest.
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Clin Neurophysiol Pract, 2018 Sep 15; 2. PMID: 30214996    Free PMC article.
Characterization of different fat depots in NAFLD using inflammation-associated proteome, lipidome and metabolome.
Alen Lovric, Marit Granér, +14 authors, Jan Boren.
Sci Rep, 2018 Sep 23; 8(1). PMID: 30242179    Free PMC article.
Variable importance for sustaining macrophyte presence via random forests: data imputation and model settings.
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Sci Rep, 2018 Sep 30; 8(1). PMID: 30266931    Free PMC article.
A Population-Based Approach to Mapping Vulnerability to Diabetes.
Stephen Linder, Dritana Marko, Ye Tian, Tami Wisniewski.
Int J Environ Res Public Health, 2018 Oct 04; 15(10). PMID: 30279369    Free PMC article.
A Refined Staging Model for Resectable Pancreatic Ductal Adenocarcinoma Incorporating Examined Lymph Nodes, Location of Tumor and Positive Lymph Nodes Ratio.
Yunda Song, Zhenxin Chen, +6 authors, Shengping Li.
J Cancer, 2018 Oct 13; 9(19). PMID: 30310507    Free PMC article.
The Application of Classification Trees to Pharmacy School Admissions.
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Am J Pharm Educ, 2018 Oct 17; 82(7). PMID: 30323397    Free PMC article.
Alzheimer's Biomarkers From Multiple Modalities Selectively Discriminate Clinical Status: Relative Importance of Salivary Metabolomics Panels, Genetic, Lifestyle, Cognitive, Functional Health and Demographic Risk Markers.
Shraddha Sapkota, Tao Huan, +4 authors, Roger A Dixon.
Front Aging Neurosci, 2018 Oct 20; 10. PMID: 30333744    Free PMC article.
Global state and potential scope of investments in watershed services for large cities.
Chelsie L Romulo, Stephen Posner, +5 authors, Robert I McDonald.
Nat Commun, 2018 Oct 24; 9(1). PMID: 30349068    Free PMC article.
Bilinguals' Sensitivity to Grammatical Gender Cues in Russian: The Role of Cumulative Input, Proficiency, and Dominance.
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Front Psychol, 2018 Oct 27; 9. PMID: 30364150    Free PMC article.
Heterogeneities in utilization of antenatal care in Uttar Pradesh, India: the need to contextualize interventions to individual contexts.
Sanjeev Sridharan, Amanda Pereira, +4 authors, April Nakaima.
Glob Health Action, 2018 Nov 14; 11(1). PMID: 30422101    Free PMC article.
The music that helps people sleep and the reasons they believe it works: A mixed methods analysis of online survey reports.
Tabitha Trahan, Simon J Durrant, Daniel Müllensiefen, Victoria J Williamson.
PLoS One, 2018 Nov 15; 13(11). PMID: 30427881    Free PMC article.
Crop diversity and stability of revenue on farms in Central Europe: An analysis of big data from a comprehensive agricultural census in Bavaria.
Robert Weigel, Thomas Koellner, Patrick Poppenborg, Christina Bogner.
PLoS One, 2018 Nov 20; 13(11). PMID: 30452486    Free PMC article.
Statistical models of fecal coliform levels in Pacific Northwest estuaries for improved shellfish harvest area closure decision making.
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Mar Pollut Bull, 2018 Dec 07; 137. PMID: 30503445    Free PMC article.
Distributed Practice: Rarely Realized in Self-Regulated Mathematical Learning.
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Front Psychol, 2018 Dec 14; 9. PMID: 30524328    Free PMC article.
Negatively phrased items of the Autism Spectrum Quotient function differently for groups with and without autism.
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Autism, 2019 Mar 02; 23(7). PMID: 30818972    Free PMC article.
Surrogate minimal depth as an importance measure for variables in random forests.
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Bioinformatics, 2019 Mar 03; 35(19). PMID: 30824905    Free PMC article.
Digital soil mapping including additional point sampling in Posses ecosystem services pilot watershed, southeastern Brazil.
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Sci Rep, 2019 Sep 26; 9(1). PMID: 31551477    Free PMC article.
Development and validation of an algorithm to assess risk of first-time falling among home care clients.
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BMC Geriatr, 2019 Oct 16; 19(1). PMID: 31610776    Free PMC article.
Prediction of Sex-Specific Suicide Risk Using Machine Learning and Single-Payer Health Care Registry Data From Denmark.
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JAMA Psychiatry, 2019 Oct 24; 77(1). PMID: 31642880    Free PMC article.
Prevalence and correlates of adherence to movement guidelines among urban and rural children in Mozambique: a cross-sectional study.
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Int J Behav Nutr Phys Act, 2019 Oct 30; 16(1). PMID: 31661004    Free PMC article.
The use of classification and regression algorithms using the random forests method with presence-only data to model species' distribution.
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Invited commentary: Off-roading with social epidemiology--exploration, causation, translation.
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Diffusion basis spectrum imaging for identifying pathologies in MS subtypes.
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Predictors of treatment response in a web-based intervention for cannabis users.
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Internet Interv, 2020 Jan 01; 18. PMID: 31890614    Free PMC article.
A geographically weighted random forest approach for evaluate forest change drivers in the Northern Ecuadorian Amazon.
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PLoS One, 2019 Dec 24; 14(12). PMID: 31869346    Free PMC article.
Polymerase chain reaction - surface-enhanced Raman spectroscopy (PCR-SERS) method for gene methylation level detection in plasma.
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Theranostics, 2020 Jan 07; 10(2). PMID: 31903158    Free PMC article.
North American Douglas-fir (P. menziesii) in Europe: establishment and reproduction within new geographic space without consequences for its genetic diversity.
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MutSα's Multi-Domain Allosteric Response to Three DNA Damage Types Revealed by Machine Learning.
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Comparison of procedural success between two radial sheaths : Comparison of the 6-Fr Glidesheath Slender to 6-Fr standard sheath.
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Influence of Severity of Type and Timing of Retrospectively Reported Childhood Maltreatment on Female Amygdala and Hippocampal Volume.
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Sci Rep, 2020 Feb 07; 10(1). PMID: 32024861    Free PMC article.
Predictors of longer-term development of expressive language in two independent longitudinal cohorts of language-delayed preschoolers with Autism Spectrum Disorder.
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J Child Psychol Psychiatry, 2019 Aug 21; 61(7). PMID: 31429087    Free PMC article.
Prevalence and correlates of objectively measured weight status among urban and rural Mozambican primary schoolchildren: A cross-sectional study.
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PLoS One, 2020 Feb 06; 15(2). PMID: 32012187    Free PMC article.
Identification and external validation of IgA nephropathy patients benefiting from immunosuppression therapy.
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A Novel Gene Signature-Based Model Predicts Biochemical Recurrence-Free Survival in Prostate Cancer Patients after Radical Prostatectomy.
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Cancers (Basel), 2019 Dec 22; 12(1). PMID: 31861273    Free PMC article.
In-Depth Characterization of Monocyte-Derived Macrophages using a Mass Cytometry-Based Phagocytosis Assay.
Daniel Schulz, Yannik Severin, Vito Riccardo Tomaso Zanotelli, Bernd Bodenmiller.
Sci Rep, 2019 Feb 15; 9(1). PMID: 30760760    Free PMC article.
Epidemiologic evaluation of Nhanes for environmental Factors and periodontal disease.
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Sci Rep, 2019 Jun 05; 9(1). PMID: 31160648    Free PMC article.
Laminar segregation of sensory coding and behavioral readout in macaque V4.
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Proc Natl Acad Sci U S A, 2019 Jun 30; 116(29). PMID: 31249141    Free PMC article.
Assessing the relative importance of correlates of loneliness in later life. Gaining insight using recursive partitioning.
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Aging Ment Health, 2017 Sep 09; 22(11). PMID: 28885038    Free PMC article.
DNA methylation associated with healthy aging of elderly twins.
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Geroscience, 2018 Aug 24; 40(5-6). PMID: 30136078    Free PMC article.
Using Decision Tree Methodology to Predict Employment After Moderate to Severe Traumatic Brain Injury.
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J Head Trauma Rehabil, 2018 Sep 21; 34(3). PMID: 30234849    Free PMC article.
Predicting and understanding the response to short-term intensive insulin therapy in people with early type 2 diabetes.
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Mol Metab, 2018 Dec 07; 20. PMID: 30503831    Free PMC article.
A machine learning approach to investigate potential risk factors for gastroschisis in California.
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Birth Defects Res, 2018 Dec 28; 111(4). PMID: 30588769    Free PMC article.
Value of Neighborhood Socioeconomic Status in Predicting Risk of Outcomes in Studies That Use Electronic Health Record Data.
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JAMA Netw Open, 2019 Jan 16; 1(5). PMID: 30646172    Free PMC article.
The Gut Microbiota Is Associated with Clearance of Clostridium difficile Infection Independent of Adaptive Immunity.
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mSphere, 2019 Feb 01; 4(1). PMID: 30700514    Free PMC article.
Development and validation of clinical prediction models to distinguish influenza from other viruses causing acute respiratory infections in children and adults.
Danielle Vuichard-Gysin, Dominik Mertz, +3 authors, Mark Loeb.
PLoS One, 2019 Feb 12; 14(2). PMID: 30742654    Free PMC article.
Fatigue following radiation therapy in nasopharyngeal cancer survivors: A dosimetric analysis incorporating patient report and observer rating.
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Radiother Oncol, 2019 Apr 03; 133. PMID: 30935579    Free PMC article.
Speech-based markers for posttraumatic stress disorder in US veterans.
Charles R Marmar, Adam D Brown, +9 authors, Dimitra Vergyri.
Depress Anxiety, 2019 Apr 23; 36(7). PMID: 31006959    Free PMC article.
Perceptions of U.S. and Canadian maple syrup producers toward climate change, its impacts, and potential adaptation measures.
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PLoS One, 2019 Apr 26; 14(4). PMID: 31022212    Free PMC article.
A scoping review of simulation modeling in built environment and physical activity research: Current status, gaps, and future directions for improving translation.
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Health Place, 2019 Apr 28; 57. PMID: 31028948    Free PMC article.
Predicting cochlear dead regions in patients with hearing loss through a machine learning-based approach: A preliminary study.
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PLoS One, 2019 Jun 04; 14(6). PMID: 31158267    Free PMC article.
Airborne mammary carcinogens and breast cancer risk in the Sister Study.
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Environ Int, 2019 Jun 22; 130. PMID: 31226564    Free PMC article.
Differences in the miRNA signatures of chronic musculoskeletal pain patients from neuropathic or nociceptive origins.
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PLoS One, 2019 Jul 06; 14(7). PMID: 31276478    Free PMC article.
A parsimonious approach for screening moderate-to-profound hearing loss in a community-dwelling geriatric population based on a decision tree analysis.
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BMC Geriatr, 2019 Aug 09; 19(1). PMID: 31390985    Free PMC article.
Individualized treatment response prediction of dialectical behavior therapy for borderline personality disorder using multimodal magnetic resonance imaging.
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Brain Behav, 2019 Aug 16; 9(9). PMID: 31414575    Free PMC article.
Evaluating nighttime lights and population distribution as proxies for mappinganthropogenic CO2 emission in Vietnam, Cambodia and Laos.
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IOP Conf Ser Mater Sci Eng, 2019 Jan 01; 1(9). PMID: 32140180    Free PMC article.
Study protocol for a multisite randomised controlled trial of a rehabilitation intervention to reduce participation restrictions among female breast cancer survivors.
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Detecting associations between intact connectomes and clinical covariates using recursive partitioning object-oriented data analysis.
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Tall Pinus luzmariae trees with genes from P. herrerae.
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Random Forest Classification of Alcohol Use Disorder Using fMRI Functional Connectivity, Neuropsychological Functioning, and Impulsivity Measures.
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Exploring Relationships Among Peripheral Amyloid Beta, Tau, Cytokines, Cognitive Function, and Psychosomatic Symptoms in Breast Cancer Survivors.
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Biol Res Nurs, 2019 Nov 12; 22(1). PMID: 31707784    Free PMC article.
Constrained choices: Combined influences of work, social circumstances, and social location on time-dependent health behaviors.
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SSM Popul Health, 2020 Mar 21; 11. PMID: 32195314    Free PMC article.
Classifying grass-dominated habitats from remotely sensed data: The influence of spectral resolution, acquisition time and the vegetation classification system on accuracy and thematic resolution.
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Comparing spatial regression to random forests for large environmental data sets.
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Sleep determines quality of life in autistic adults: A longitudinal study.
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Random Forest Classification of Alcohol Use Disorder Using EEG Source Functional Connectivity, Neuropsychological Functioning, and Impulsivity Measures.
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What Is the Difference? Rereading Shakespeare's Sonnets -An Eye Tracking Study.
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An exploratory decision tree analysis to predict physical activity compliance rates in breast cancer survivors.
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Impact of surgery in patients with metastatic soft tissue sarcoma: A monocentric retrospective analysis.
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Development and validation of a new staging system for node-negative gastric cancer based on recursive partitioning analysis: An international multi-institutional study.
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Signal Information Prediction of Mortality Identifies Unique Patient Subsets after Severe Traumatic Brain Injury: A Decision-Tree Analysis Approach.
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Empiric neurocognitive performance profile discovery and interpretation in HIV infection.
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Organizational factors related to the adoption of an injury prevention program by U.S. children's hospitals.
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Establishment and Validation of an Individualized Cell Cycle Process-Related Gene Signature to Predict Cancer-Specific Survival in Patients with Bladder Cancer.
Run Shi, Xuanwen Bao, +9 authors, Minglun Li.
Cancers (Basel), 2020 May 07; 12(5). PMID: 32370292    Free PMC article.
The Political Economy of Tobacco in Mozambique and Zimbabwe: A Triangulation Mixed Methods Protocol.
Raphael Lencucha, Jeffrey Drope, +6 authors, Nhamo Nhamo.
Int J Environ Res Public Health, 2020 Jun 19; 17(12). PMID: 32549287    Free PMC article.
Development and validation of a hypoxia-related gene signature to predict overall survival in early-stage lung adenocarcinoma patients.
Jing Sun, Tianyu Zhao, +4 authors, Chuan Su.
Ther Adv Med Oncol, 2020 Jul 14; 12. PMID: 32655701    Free PMC article.
Conditional permutation importance revisited.
Dries Debeer, Carolin Strobl.
BMC Bioinformatics, 2020 Jul 16; 21(1). PMID: 32664864    Free PMC article.
Identification of SNPs and InDels associated with berry size in table grapes integrating genetic and transcriptomic approaches.
Claudia Muñoz-Espinoza, Alex Di Genova, +6 authors, Patricio Hinrichsen.
BMC Plant Biol, 2020 Aug 05; 20(1). PMID: 32746778    Free PMC article.
Use of Typhoid Vi-Polysaccharide Vaccine as a Vaccine Probe to Delineate Clinical Criteria for Typhoid Fever.
Md Taufiqul Islam, Justin Im, +8 authors, John D Clemens.
Am J Trop Med Hyg, 2020 Jun 27; 103(2). PMID: 32588803    Free PMC article.
Tree-based Machine Learning Methods for Survey Research.
Christoph Kern, Thomas Klausch, Frauke Kreuter.
Surv Res Methods, 2019 Apr 11; 13(1). PMID: 32802211    Free PMC article.
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Maren K Olsen, Karen M Stechuchak, +4 authors, Matthew L Maciejewski.
Contemp Clin Trials Commun, 2020 Sep 12; 19. PMID: 32913914    Free PMC article.
Otolith microchemistry and diadromy in Patagonian river fishes.
Dominique Alò, Cristian Correa, +2 authors, Thomas F Turner.
PeerJ, 2019 Jan 11; 7. PMID: 30627490    Free PMC article.
Forest degradation and biomass loss along the Chocó region of Colombia.
Victoria Meyer, Sassan Saatchi, +4 authors, Jérôme Chave.
Carbon Balance Manag, 2019 Mar 25; 14(1). PMID: 30904964    Free PMC article.
Making Decisions with Trees: Examining Marijuana Outcomes among College Students using Recursive Partitioning.
Wilson Ad, Montes Ks, +2 authors, Pearson Mr.
Clin Psychol Sci, 2019 May 21; 6(5). PMID: 31106039    Free PMC article.
Comparing internal and external validation in the discovery of qualitative treatment-subgroup effects using two small clinical trials.
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Contemp Clin Trials Commun, 2019 Jun 14; 15. PMID: 31193216    Free PMC article.
Predictors of Early Mortality in Cancer-Associated Thrombosis: Analysis of the RIETE Database.
Alfonso J Tafur, Harry Fuentes, +7 authors, Manuel Monreal.
TH Open, 2018 Apr 19; 2(2). PMID: 31249939    Free PMC article.
Pragmatic Language Disorder in Parkinson's Disease and the Potential Effect of Cognitive Reserve.
Sonia Montemurro, Sara Mondini, +3 authors, Giorgio Arcara.
Front Psychol, 2019 Jul 06; 10. PMID: 31275189    Free PMC article.
Combining genetic markers with stable isotopes in otoliths reveals complexity in the stock structure of Atlantic bluefin tuna (Thunnus thynnus).
Deirdre Brophy, Naiara Rodríguez-Ezpeleta, Igaratza Fraile, Haritz Arrizabalaga.
Sci Rep, 2020 Sep 09; 10(1). PMID: 32895410    Free PMC article.
Impact of lockdown for SARS-CoV-2 (COVID-19) on surgical site infection rates: a monocentric observational cohort study.
Pasquale Losurdo, Lucia Paiano, +6 authors, Marina Bortul.
Updates Surg, 2020 Sep 15; 72(4). PMID: 32926340    Free PMC article.
A data-driven analysis, and its limitations, of the spatial flood archive of Flanders, Belgium to assess the impact of soil sealing on flood volume and extent.
Karen Gabriels, Patrick Willems, Jos Van Orshoven.
PLoS One, 2020 Oct 02; 15(10). PMID: 33002043    Free PMC article.
Association between behavioral phenotypes and response to a physical activity intervention using gamification and social incentives: Secondary analysis of the STEP UP randomized clinical trial.
Xisui Shirley Chen, Sujatha Changolkar, +9 authors, Mitesh S Patel.
PLoS One, 2020 Oct 15; 15(10). PMID: 33052906    Free PMC article.
Fertility is a key predictor of the double burden of malnutrition among women of child-bearing age in sub-Saharan Africa.
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J Glob Health, 2020 Oct 29; 10(2). PMID: 33110582    Free PMC article.
The role of warm, dry summers and variation in snowpack on phytoplankton dynamics in mountain lakes.
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Ecology, 2020 Jul 07; 101(10). PMID: 32628277    Free PMC article.
Annual Wellness Visits and Influenza Vaccinations among Older Adults in the US.
Terese Sara Høj Jørgensen, Heather Allore, +4 authors, Ana R Quiñones.
J Prim Care Community Health, 2020 Oct 06; 11. PMID: 33016194    Free PMC article.
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PLoS One, 2020 Oct 29; 15(10). PMID: 33112893    Free PMC article.
Evaluating associations between early pregnancy trace elements mixture and 2nd trimester gestational glucose levels: A comparison of three statistical approaches.
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Int J Hyg Environ Health, 2020 Jan 25; 224. PMID: 31978739    Free PMC article.
A brain and a head for a different habitat: Size variation in four morphs of Arctic charr (Salvelinus alpinus (L.)) in a deep oligotrophic lake.
Ana-Maria Peris Tamayo, Olivier Devineau, +2 authors, Kjartan Østbye.
Ecol Evol, 2020 Nov 05; 10(20). PMID: 33144968    Free PMC article.
Gradient boosting machine learning to improve satellite-derived column water vapor measurement error.
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Atmos Meas Tech, 2020 Nov 17; 13(9). PMID: 33193906    Free PMC article.
Intratumor Heterogeneity of MYO18A and FBXW7 Variants Impact the Clinical Outcome of Stage III Colorectal Cancer.
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Front Oncol, 2020 Nov 17; 10. PMID: 33194745    Free PMC article.
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Development of an in silico prediction model for chemical-induced urinary tract toxicity by using naïve Bayes classifier.
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Rapid Identification of Kudzu Powder of Different Origins Using Laser-Induced Breakdown Spectroscopy.
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Rapid Identification of Rainbow Trout Adulteration in Atlantic Salmon by Raman Spectroscopy Combined with Machine Learning.
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A bio-economic simulation study on the association between key performance indicators and pluck lesions in Irish farrow-to-finish pig farms.
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Porcine Health Manag, 2020 Dec 11; 6(1). PMID: 33298194    Free PMC article.
A Novel Staging System for De Novo Metastatic Breast Cancer Refines Prognostic Estimates.
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Model-Based Reasoning of Clinical Diagnosis in Integrative Medicine: Real-World Methodological Study of Electronic Medical Records and Natural Language Processing Methods.
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JMIR Med Inform, 2020 Dec 22; 8(12). PMID: 33346740    Free PMC article.
Predicting self-harm within six months after initial presentation to youth mental health services: A machine learning study.
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Predicting pathological complete response (pCR) after stereotactic ablative radiation therapy (SABR) of lung cancer using quantitative dynamic [18F]FDG PET and CT perfusion: a prospective exploratory clinical study.
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Artificial Intelligence (AI) to the Rescue: Deploying Machine Learning to Bridge the Biorelevance Gap in Antioxidant Assays.
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Predicting the rental value of houses in household surveys in Tanzania, Uganda and Malawi: Evaluations of hedonic pricing and machine learning approaches.
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Predicting Cognitive Impairment and Dementia: A Machine Learning Approach.
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Speech-Based Surgical Phase Recognition for Non-Intrusive Surgical Skills' Assessment in Educational Contexts.
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Variation-Based Distance and Similarity Modeling: A Case Study in World Englishes.
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Front Artif Intell, 2019 Nov 05; 2. PMID: 33733112    Free PMC article.
Predicting ideal outcome after pediatric liver transplantation: An exploratory study using machine learning analyses to leverage Studies of Pediatric Liver Transplantation Data.
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Pediatr Transplant, 2019 Jul 23; 23(7). PMID: 31328849    Free PMC article.
Invasive species trait-based risk assessment for non-native freshwater fishes in a tropical city basin in Southeast Asia.
Joleen Chan, Yiwen Zeng, Darren C J Yeo.
PLoS One, 2021 Mar 17; 16(3). PMID: 33724990    Free PMC article.
A machine learning model for predicting the ballistic impact resistance of unidirectional fiber-reinforced composite plate.
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Sci Rep, 2021 Mar 24; 11(1). PMID: 33753825    Free PMC article.
Predictive Factors of Recovery after an Acute Lateral Ankle Sprain: A Longitudinal Study.
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Sports (Basel), 2021 Apr 04; 9(3). PMID: 33803881    Free PMC article.
Reading Shakespeare Sonnets: Combining Quantitative Narrative Analysis and Predictive Modeling -an Eye Tracking Study.
Shuwei Xue, Jana Lüdtke, Teresa Sylvester, Arthur M Jacobs.
J Eye Mov Res, 2019 Mar 27; 12(5). PMID: 33828746    Free PMC article.
Predicting Students' Attitudes Toward Collaboration: Evidence From Structural Equation Model Trees and Forests.
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Front Psychol, 2021 Apr 13; 12. PMID: 33841240    Free PMC article.
An efficient and adaptive test of auditory mental imagery.
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