Hybrid group recommendations for a travel service

Recommendation techniques have proven their usefulness as a tool to cope with the information overload problem in many classical domains such as movies, books, and music. Additional challenges for recommender systems emerge in the domain of tourism such as acquiring metadata and feedback, the sparsity of the rating matrix, user constraints, and the fact that traveling is often a group activity. This paper proposes a recommender system that offers personalized recommendations for travel destinations to individuals and groups. These recommendations are based on the users' rating profile, personal interests, and specific demands for their next destination. The recommendation algorithm is a hybrid approach combining a content-based, collaborative filtering, and knowledge-based solution. For groups of users, such as families or friends, individual recommendations are aggregated into group recommendations, with an additional opportunity for users to give feedback on these group recommendations. A group of test users evaluated the recommender system using a prototype web application. The results prove the usefulness of individual and group recommendations and show that users prefer the hybrid algorithm over each individual technique. This paper demonstrates the added value of various recommendation algorithms in terms of different quality aspects, compared to an unpersonalized list of the most-popular destinations

The impact of the injection mold temperature upon polymer crystallization and resulting drug release from immediate and sustained release tablets

It was the aim of this study to elucidate the impact of the injection mold temperature upon the polymer crystallinity, its microstructure and the resulting drug release from immediate and sustained release tablets containing semi-crystalline polymers. The immediate release formulation contained 20% (w/w) ketoprofen (KETO) in poly (ethylene oxide) (PEO) and the sustained release formulation contained 20-40% (w/w) metoprolol tartrate (MPT) in polycaprolactone (PCL). Physical mixtures of drug-polymer were characterized via isothermal crystallization experiments using DSC and rheological measurements to elucidate the impact of the drug solid-state upon the crystallization kinetics. Tablets were prepared using various thermal histories (extrusion barrel temperature and injection mold temperatures). Polymer crystallinity and microstructure in the tablets was characterized via DSC and polarized optical microscopy. The polymer microstructure was altered by the various applied thermal histories. The differences in PEO crystallinity induced by the various mold temperatures did not affect the KETO dissolution from the tablets. On the other hand, MPT (20-40% w/w) dissolution from the PCL matrix when extruded at 80 degrees C and injection molded at 25 and 35 degrees C was significantly different due to the changes in the polymer microstructure. More perfect polymer crystals are obtained with higher mold temperatures, decreasing the drug diffusion rate through the PCL matrix. The results presented in this study imply that the injection mold temperature should be carefully controlled for sustained release formulations containing hydrophobic semi-crystalline polymers

Protein-bound uremic toxin profiling as a tool to optimize hemodialysis

Aim : We studied various hemodialysis strategies for the removal of protein-bound solutes, which are associated with cardiovascular damage. Methods : This study included 10 patients on standard (3x4h/week) high-flux hemodialysis. Blood was collected at the dialyzer inlet and outlet at several time points during a midweek session. Total and free concentration of several protein-bound solutes was determined as well as urea concentration. Per solute, a two-compartment kinetic model was fitted to the measured concentrations, estimating plasmatic volume (V-1), total distribution volume (V-tot) and inter-compartment clearance (K-21). This calibrated model was then used to calculate which hemodialysis strategy offers optimal removal. Our own in vivo data, with the strategy variables entered into the mathematical simulations, was then validated against independent data from two other clinical studies. Results : Dialyzer clearance K, V-1 and V-tot correlated inversely with percentage of protein binding. All Ks were different from each other. Of all protein-bound solutes, K-21 was 2.7-5.3 times lower than that of urea. Longer and/or more frequent dialysis that processed the same amount of blood per week as standard 3x4h dialysis at 300mL/min blood flow showed no difference in removal of strongly bound solutes. However, longer and/or more frequent dialysis strategies that processed more blood per week than standard dialysis were markedly more adequate. These conclusions were successfully validated. Conclusion : When blood and dialysate flow per unit of time and type of hemodialyzer are kept the same, increasing the amount of processed blood per week by increasing frequency and/or duration of the sessions distinctly increases removal

A continuous manufacturing concept for a pharmaceutical oral suspension

The aim of this study was to investigate the applicability of an innovative continuous manufacturing system for semi-solid and liquid pharmaceutical formulations. A commercially available pharmaceutical oral suspension was selected as model formulation. Premixes of the raw materials were dosed via peristaltic pumps to the mixing compartment, which consists of two consecutive mixing units. An experimental design was used to study the influence of several process parameters (throughput, mixing speed in mixing unit 1 and mixing speed in mixing unit 2) on the quality attributes of the oral suspension. The pH, density, active pharmaceutical ingredient (API) concentration, sedimentation after 30 days (expressed by the sedimentation volume) and rheological characteristic (yield stress) of the suspension were determined. No significant influence of the process parameters on the pH, density and API concentration was observed. The throughput and mixing speed in mixing unit 1 had a significant impact on both the sedimentation volume and yield stress, and were therefore critical to acquire physical stable suspensions. Furthermore, the yield stress measured one day after production was predictive for the occurrence of sedimentation in the suspensions after 30 days. When selecting the optimal process settings, the continuously manufactured suspension had a similar product quality as the original batch-processed suspension and even possessed a higher yield stress. This study demonstrated that the investigated innovative continuous manufacturing technology is suitable for the manufacturing of a commercially available pharmaceutical suspension and that the product quality can be optimized by adjusting the process parameters

Continuous manufacturing of a pharmaceutical cream : investigating continuous powder dispersing and residence time distribution (RTD)

Recently, an innovative continuous manufacturing technology for a pharmaceutical oral suspension was proposed, based on two consecutive mixing units. A limitation of this technology is the need to dissolve or disperse powder-based raw materials in a liquid via a batch step before continuous manufacturing. Therefore, the aim of the current study was to develop and investigate a method to introduce powders continuously into the existing equipment via the implementation of two upstream continuous unit operations: a powder feeder and powder dispersing unit. A pharmaceutical cream was selected as model formulation to demonstrate the flexibility of the continuous manufacturing technology towards different types of semi-solid and liquid formulations. The ability to continuously feed and disperse active pharmaceutical ingredient (API) using the proposed method was assessed via an experimental design, in which the impact of several process parameters of the powder dispersing unit on the API concentration (relative error (RE) and relative standard deviation (RSD)) was examined. A Raman spectroscopic method was developed to quantify the API concentration in-line after the powder dispersing step. The API concentration was independent of the process parameters and fell within the acceptance limits, except for two experimental runs where a deviating API concentration was observed. These results demonstrate that the continuous powder feeding and dispersing method was suitable, and that a completely continuous manufacturing system was obtained. To achieve raw material traceability and understanding the mixing behavior, the residence time distribution (RTD) of a tracer inside the continuous manufacturing equipment was determined using a colorimetric technique. The time required to remove all tracer from the powder dispersing unit operation was very long (1481 s) and therefore the volume inside this unit operation should be reduced by designing new equipment with smaller dimensions. At the two consecutive mixing units, the peak and mean residence time were influenced by throughput, whereas mixing speed in both mixing units had a significant impact on the degree of axial mixing. Finally, the continuously manufactured cream had a similar rheological behavior as the original batch-wise manufactured cream