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We proposed an ensemble-based procedure for obtaining census predictions that used seasonality adjusted PAR model to model arrival trends in the NICU and stratified conditional logistic regression models incorporating baseline and time-dependent covariates for modeling the probability of departure.
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Survival rates among patients with primary and secondary myocarditis were compared with Kaplan-Meier analysis and Cox proportional hazard models incorporating clinical variables, including baseline hemodynamics and treatment with immunosuppressive therapy.
Multiple regression analyses also demonstrated that systolic, diastolic, and heart rate reactivity improve prediction of follow-up blood pressure when added to models incorporating the standard risk factors, baseline blood pressure, and parental history of hypertension.
Our linear mixed models incorporated potentially confounding baseline variables found to have an association (P < 0.20) with both DRG 541/542 status and the outcome of interest, including preadmission Charlson score, preadmission IADLs, admission diagnosis, admission source, education level, age, and APS.
In only 10 out of 28 submissions were models incorporating molecular feature data with clinical able to outperform the baseline clinical predictor.
Using land-use regression models incorporating data from 2008 2011, they predicted PM exposures at the participants' baseline address (in the 1990s for most cohorts).
To assess the sensitivity of our propensity matched models to potential confounding secondary to imbalance of baseline MRI metrics, we remodeled treatment arm as a predictor of first on-treatment relapse, switch therapy discontinuation and 3-month confirmed disability progression incorporating baseline cerebral MRI metrics, where available, as adjusting covariates in the Cox marginal model.
Univariate survival analysis of time to extubation was performed using the log-rank test, and a Cox proportional hazards model of time to extubation was constructed using backward elimination, with the initial model incorporating all listed baseline data and the final model being that which produced the best fit.
*ROC regression models incorporating age as covariate.
In summary, the PH subclass of these models incorporates a smooth estimate of the baseline log cumulative hazard function as a restricted cubic spline function of log time.
PM2.5 was predicted for the 1 year preceding baseline because the MESA Air models incorporated time but were limited by availability of pollution measurements before 1999.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com