Restaurant Revenue Prediction and Recommendation System

There are thousands of quick service restaurants over the globe,and many others. Deciding when and where to setup a restaurant is largely a tedious process which requires a lot of experience and judgment. For launching a new restaurant a large investment of time and capital is needed. Therefore, wrong location for a restaurant if chosen, leads to a heavy amount of loss. Also, for a customer to decide which restaurant to visit according to a budget and location preference is again a tedious job. Therefore, restaurant revenue prediction and recommendation system can be a promising solution for the problem mentioned above. Using Hadoop and big data, evaluation will be done using different aspects taken from the customers and hoteliers

Quality of Service Enhancement of Network using AOMDV Protocol

ABSTRACT A Mobile Ad Hoc Network (MANET) is a dynamic wireless network that can be formed without the need fo

Pharmacists Are Not Mid-Level Providers

Pharmacists should not be classified as “mid-level” providers. This classification implies that there are different levels or a hierarchy of providers when in fact each health care provider brings unique and essential knowledge and contributions to the health care team and to the care of patients. Pharmacists are no exception. Timely issues germane to pharmacists, including dependent and independent practice, provider status, and professional identity, contribute to the rationale that pharmacists, just like all other health care providers, should be classified by their professional identity. While use of the term mid-level provider to identify various practitioners may not seem consequential, in today’s health care environment, words do matter when it comes to attributing value, and the contributions of all health care providers should be recognized as equally important to the patient care team

Report of the 2020-2021 Professional Affairs Standing Committee: Pharmacists Unique Role and Integration in Healthcare Settings

EXECUTIVE SUMMARY The 2020-21 Professional Affairs Committee was charged to (1) Read all six reports from the 2019-20 AACP standing committees to identify elements of these reports that are relevant to the committee’s work this year; (2) Identify opportunities and models of integration of pharmacist care services in physician and other health provider practices beyond primary care; (3) Differentiate and make the case for the integration of pharmacist care services from that of other mid-level providers; and (4) From the work on the aforementioned charges, identify salient activities for the Center To Accelerate Pharmacy Practice Transformation and Academic Innovation (CTAP) for consideration by the AACP Strategic Planning Committee and AACP staff. This report provides information on the committee’s process to address the committee charges, describes the rationale for and the results from a call to colleges and schools of pharmacy to provide information on their integrating pharmacist care services in physician and other health provider practices beyond primary care practice, and discusses how pharmacist-provided patient care services differ from those provided by other healthcare providers. The committee offers a revision to a current association policy statement, a proposed policy statement as well as recommendations to CTAP and AACP and suggestions to colleges and schools of pharmacy pertaining to the committee charges

Early Post Operative Cognitive Dysfunction (POCD) in middle aged hypertensive patients: A pilot study

Background: Nowadays, hypertension is prevalent in middle aged persons. Patients with hypertension are known to have cognitive dysfunction and, therefore, may be vulnerable for post-operative cognitive dysfunction (POCD) also. Intra-operative hypotension is documented to be associated with cognitive decline in hypertensive patients. Materials and Methods: A prospective pilot study was conducted in 30 hypertensive (Group H) and 30 non-hypertensive (Group N) patients, aged 40-59 years, undergoing elective surgery under general anaesthesia to estimate the incidence of early POCD in known hypertensive patients and compared with non-hypertensive patients. All patients underwent a “Neuro-psychological Test Battery” to assess cognitive function on preoperative day and on 7th postoperative day. A standard anaesthesia protocol was followed. Vasopressor boluses were used to maintain mean arterial pressure (MAP) within 20% of the baseline value in both groups. Results: The incidence of POCD was 23.3% in hypertensive patients and 20% in non-hypertensive patients. The vasopressor boluses used to maintain blood pressure was more in hypertensive patients (P = 0.041). Consequently, hypertensive patients had a significantly higher minimal MAP (P = 0.001) and a lower fractional minimal MAP (P = 0.011) compared to non-hypertensive patients. No significant correlation was observed between fractional minimal MAP and occurrence of POCD. Conclusion: This pilot trial shows that the incidence of early POCD in middle aged hypertensive and non-hypertensive patients are similar after general anaesthesia

Macular variant of acrokeratosis verruciformis of Hopf

Acrokeratosis verruciformis (AKV) of Hopf is an autosomal dominant condition characterized by multiple flesh-colored or lightly pigmented flat or convex warty papules over dorsa of hands, feet, knees, elbows, and forearms. It affects both sexes and is usually present at birth or appears in early childhood. Two forms of the disease have been described, namely, classical AKV and sporadic AKV. Histological examination differentiates it from other similar conditions. Superficial ablation is the treatment of choice. We represent a case of a young female with extensive lesions over contralateral limbs, of classical AKV interspersed with multiple hypopigmented macular lesions of AKV

Multicriteria Decision Model and Thermal Pretreatment of Hotel Food Waste for Robust Output to Biogas: Case Study from City of Jaipur, India

The anaerobic batch test (45 days at 37°C) was performed to describe the effect of thermal pretreatment at moderate temperatures (60, 80, and 100°C) over durations of 10 and 20 minutes on the enhancement of biogas production using hotel food waste from city of Jaipur, India. The results showed that the total cumulative biogas production with thermal pretreatment (100°C, 10 minutes) was 41% higher than the control. Also, this alternative gets first rank using multicriteria decision making model, VIKOR. This outcome was obtained due to the enhancement of degradation of organic compounds such as protein and volatile solids that occurred in the linear trend. Modified Gompertz and Logistic models were used to study the effect of different pretreatment parameters on lag time and biogas yield. Scanning electron microscopy and Fourier transform infrared spectroscopy were also employed to investigate the effect of thermal pretreatment on the physiochemical properties of food waste

Testing of a 3D printed, nanostructured osteochondral implant for knee repair in a small animal model

Osteochondral lesions of the knee are difficult injuries to treat [1, 2]. Despite improvements in the diagnosis of these lesions, optimal treatment remains elusive, likely as a result of the complex interactions between host factors and lesions specific factors. Lesions with disrupted cartilage that are unstable are especially difficult to treat in younger and more active patients, with current treatment methods leading to mixed results overtime [3]. New and novel materials used to treat joint injury in these populations need to be compatible with industrial scale quality and economies of scale in order to serve as commercially viable implantable devices. We investigated the feasibility of using three-dimensional biologically inspired implants, manufactured using novel 3-dimensional printing techniques and synthetic bio-nanomaterials for treatment of osteochondral defects in a rodent model

Autonomic and Electrophysiological Evidence for Reduced Auditory Habituation in Autism

Abstract It is estimated that nearly 90% of children on the autism spectrum exhibit sensory atypicalities. What aspects of sensory processing are affected in autism? Although sensory processing can be studied along multiple dimensions, two of the most basic ones involve examining instantaneous sensory responses and how the responses change over time. These correspond to the dimensions of ‘sensitivity’ and ‘habituation’. Results thus far have indicated that autistic individuals do not differ systematically from controls in sensory acuity/sensitivity. However, data from studies of habituation have been equivocal. We have studied habituation in autism using two measures: galvanic skin response (GSR) and magneto-encephalography (MEG). We report data from two independent studies. The first study, was conducted with 13 autistic and 13 age-matched neurotypical young adults and used GSR to assess response to an extended metronomic sequence. The second study involved 24 participants (12 with an ASD diagnosis), different from those in study 1, spanning the pre-adolescent to young adult age range, and used MEG. Both studies reveal consistent patterns of reduced habituation in autistic participants. These results suggest that autism, through mechanisms that are yet to be elucidated, compromises a fundamental aspect of sensory processing, at least in the auditory domain. We discuss the implications for understanding sensory hypersensitivities, a hallmark phenotypic feature of autism, recently proposed theoretical accounts, and potential relevance for early detection of risk for autism