scholarly journals Analisys Of Demand and Optimization Of Medicine Prediction Using ABC Analysis and SVR Method In The “MORBIS” Aplication

CCIT Journal ◽  
2020 ◽  
Vol 13 (2) ◽  
pp. 147-154
Author(s):  
Tutik Maryana ◽  
Kusrini Kusrini ◽  
Hanif Al Fatta

The problem that occurs in hospitals regarding the processing of drug supplies is about the condition of out of stock medicines because hospitals spend around 33% of the total investment in one year only for the investment costs of drugs. To deal with the above problems the hospital must have good logistics management, one way of managing it is by doing good planning. In this research, the writer will use ABC Analysis and Support Vector Regression (SVR) algorithm. For the use of these methods, the following ABC Analysis will be used for the drug classification process, namely by dividing the torch into three main groups based on interests, namely groups A, B and C. Henceforth, the writer will use the SVR motedo to calculate drug predictions. The results that the authors get from this study are ABC analyys classify drugs. Into three groups namely group A with a total of 276 items with a percentage of 22.96% of the total number of items, group B with a total of 396 items with a percentage of 33.11% and C with a total of 528 with a percentage of 43.94% with a total of 1202 drug items. Prediction testing is done by taking a sample of five drugs derived from group classification. The SVR calculation process is done by comparing linear scaling and z normalization preprocessing methods. The result of this research is that MAPE shows that preprocessing with linear scaling produces a better value than compared to z nomrlization and calculation with ABC analysis.

2021 ◽  
Vol 3 (2) ◽  
pp. 117-125
Author(s):  
Vonny Nofrika ◽  
Ika Agustina ◽  
Risca Priyanti

Pharmacy is a pharmaceutical service facility where pharmacy practices are carried out by pharmacists, namely manufacturing including quality control of pharmaceutical preparations, security, procurement, storage and distribution or distribution of drugs, drug management, prescription drug services, drug information services, and drug development services, drug ingredients and traditional medicine One of the scopes in the management of health services is logistics management, which is a field of management whose specific task is to deal with logistics. Pharmacy nias medika there was no specific arrangement for the procurement of drugs with certain methods so that often there is a vacuum of medicine one of which is for drugs contained in a doctor's prescription that goes to the nias medika pharmacy. For this reason, it was necessary to control drug inventory using certain methods, one of which was by using ABC analysis. The type of research was descriptive and quantitative, based on the prescription entry by recording the name of the drug, the number of drugs, and the unit price of the drug and then processed using data analysis during January-May 2020. The results showed that there were 160 types of drugs based on prescription entry into the drugstore nias medika. With 32 types (20% ) drugs classified as group A with an investment value of 69.68% with laroton drugs which are in the highest position 47 types (29.37%) drugs classified as group B with an investment value of 20.25%, while 81 types (50, 63%) the drugs belong to group C with a total investment of 10.07%.


VASA ◽  
2015 ◽  
Vol 44 (3) ◽  
pp. 0220-0228 ◽  
Author(s):  
Marion Vircoulon ◽  
Carine Boulon ◽  
Ileana Desormais ◽  
Philippe Lacroix ◽  
Victor Aboyans ◽  
...  

Background: We compared one-year amputation and survival rates in patients fulfilling 1991 European consensus critical limb ischaemia (CLI) definition to those clas, sified as CLI by TASC II but not European consensus (EC) definition. Patients and methods: Patients were selected from the COPART cohort of hospitalized patients with peripheral occlusive arterial disease suffering from lower extremity rest pain or ulcer and who completed one-year follow-up. Ankle and toe systolic pressures and transcutaneous oxygen pressure were measured. The patients were classified into two groups: those who could benefit from revascularization and those who could not (medical group). Within these groups, patients were separated into those who had CLI according to the European consensus definition (EC + TASC II: group A if revascularization, group C if medical treatment) and those who had no CLI by the European definition but who had CLI according to the TASC II definition (TASC: group B if revascularization and D if medical treatment). Results: 471 patients were included in the study (236 in the surgical group, 235 in the medical group). There was no difference according to the CLI definition for survival or cardiovascular event-free survival. However, major amputations were more frequent in group A than in group B (25 vs 12 %, p = 0.046) and in group C than in group D (38 vs 20 %, p = 0.004). Conclusions: Major amputation is twice as frequent in patients with CLI according to the historical European consensus definition than in those classified to the TASC II definition but not the EC. Caution is required when comparing results of recent series to historical controls. The TASC II definition of CLI is too wide to compare patients from clinical trials so we suggest separating these patients into two different stages: permanent (TASC II but not EC definition) and critical ischaemia (TASC II and EC definition).


2019 ◽  
Vol 6 (1) ◽  
pp. 8-13
Author(s):  
Birendra Kumar Yadav ◽  
Robin Bahadur Basnet ◽  
Anil Shrestha ◽  
Parish Mani Shrestha

Introductions: Fever and sepsis after percutaneous nephrolithotomy (PCNL) secondary to urinary tract infection is a major determinant of overall post PCNL complications. This study aims to analyse infective complications after PCNL in relation to pre-operative urine culture status. Methods: A comparative analysis of post PCNL infective complications in pre-operative urine culture positive (Group A) and negative (Group B) was done for one year during June 2017 to May 2018 in department of urology, Bir Hospital, National Academy of Medical Sciences, Kathmandu, Nepal. Demographics, stone characteristics, mean operative time, post-operative hospital stay and post-operative complications as per Modified Clavien classification were compared between the two groups. Results: Out of total 136 PCNL patients, 51 were in Group A and 85 in Group B. Infective complications were significantly high, 28 (54.90%) in group A compared to 20 (23.53%) in group B, p=0.004. The most common isolate was Escherichia coli 19 (37.25%), sensitive to amikacin 37 (72.55%). The mean operation time, transfusion and hospital stay was not statically different in two groups. Morality occurred in 1 (1.96%) in group A. Conclusions: Infective complications were significantly high after PCNL in patients with preoperative positive urine culture, even when it was treated to sterile with sensitive antibiotics, compared to patients with preoperative negative urine culture.


Author(s):  
Beniamino Brunetti ◽  
Rosa Salzillo ◽  
Stefania Tenna ◽  
Bruno Brunetti ◽  
Mario Alessandri Bonetti ◽  
...  

Abstract Background Evidence in literature about the best reconstructive approach after melanoma resection is controversial, with some authors advocating that tissue rearrangement flap techniques might hinder the early detection of local relapses. The aim of the present study is to evaluate oncological, aesthetic, and functional outcomes following melanoma reconstruction using pedicled perforator-based flaps. Methods The authors reviewed all patients affected by melanoma treated during a 6-year period. Demographic data, tumor characteristics, and operative variables were evaluated. Locoregional recurrence was assessed with clinical and radiological follow-up. One-year postoperatively patients rated on a 5-point Likert scale the aesthetic and functional outcomes of the procedure. Three blind observers examined preoperative and 1-year postoperative photographs and rated the aesthetic outcome of the reconstructive procedure. Results One-hundred sixty-five patients were treated with wide excision and delayed reconstruction, including pedicled perforator-based flaps in 70 patients (group A) and primary closure in 95 patients (group B). Mean Breslow thickness was 2.972 and 2.189 mm in group A and B, respectively. There was no statistically significant difference in locoregional recurrence (chi-squared test, p = 0.8333; Fisher's exact test, p > 0.9999) between the two groups. Group A reported a higher satisfaction with both the aesthetic (mean rating 4.390 in group A and 4.094 in group B) and functional (mean rating 4.732 in group A and 4.170 in group B) outcomes of the procedure, the latter being statistically significant (p = 0.0006). Conclusion This series suggests that pedicled perforator-based flaps provide optimal aesthetic and functional outcomes in melanoma reconstruction without impairing the locoregional control of the disease.


PEDIATRICS ◽  
1981 ◽  
Vol 67 (2) ◽  
pp. 222-229 ◽  
Author(s):  
A. van der Does-van den Berg ◽  
J. Hermans ◽  
J. Nagel ◽  
G. van Steenis

Antibody titers to diphtheria, pertussis, tetanus, and poliomyelitis (types I to III) were measured in previously vaccinated children with acute lymphocytic leukemia in remission after cessation of therapy. The response to revaccination one year after therapy was stopped was also studied. The patients' antibody titers were compared with those of healthy children, matched for age and sex. Two groups of patients were studied: one group (group A, N = 30) was given two drugs (6-mercaptopurine, methotrexate); the other group (group B, N= 19) was given three drugs (6-mercaptopurine, methotrexate, and cyclophosphamide) for maintenance treatment. In general, the patients' antibody titers were lower than those of healthy children, but in most patients they were still at levels considered to be protective. No significant differences in antibody levels between the two patient groups were found. A spontaneous rise in antibody titers in the first year after termination of therapy was not observed. After revaccination the rise in antibody titers was correlated with preexisting antibody titers in the same way in patients as in healthy children, and the antibody titers in patients and in healthy control subjects were on roughly the same level.


Author(s):  
Isha Sunil ◽  
Chejerla Sunitha ◽  
Harkirat Kaur

Background: Decreased amniotic fluid is related to adverse maternal and perinatal outcomes. The purpose of this study was to evaluate the role of amino acid infusion in patients of oligohydromnios and compare the perinatal outcome in the two groups.Methods: This study was conducted in the Department of Obstetrics and Gynaecology, ASCOMS Hospital, Jammu for a period of one year from October 2017 to September 2018. A total of 50 women with AFI <8 cm were enrolled in the study . They were divided into two groups of 25 each. Group A were given amino acid infusion and Group B were not given any intervention. These were compared for increase in AFI and perinatal outcome.Results: In the present study, the gain in AFI in Group A was 2.32 ± 0.67 and in group B was 1.32 ± 1.03 which was statistically significant. The perinatal outcome was better Group A compared to Group B with decreased incidence of meconium stained liquor, low birth weight, low APGAR scores and NICU admissions and increase in vaginal deliveries as compared to caesarean sections.Conclusions: The present study suggests that parentral transfusion of amino acid in cases of oligohydromnios significantly increases the AFI of the patient and decreases the incidence of caesarean sections, meconium stained liquor, low APGAR scores and NICU admissions.


2021 ◽  
Author(s):  
Joachim Neumann ◽  
Stephanie Simmrodt ◽  
Beatrice Bader ◽  
Bertram Opitz ◽  
Ulrich Gergs

BACKGROUND There remain doubts about whether multiple choice answer formats (single choice) offer the best option to encourage deep learning or whether SC formats simply lead to superficial learning or cramming. Moreover, cueing is always a drawback in the SC format. Another way to assess knowledge is true multiple-choice questions in which one or more answers can be true and the student is not aware of how many true answers are to be anticipated (K´ or Kprime question format). OBJECTIVE Here, we compared both single-choice answers (one true answer, SC) with Kprime answers (one to four true answers out of four answers, Kprime) for the very same learning objectives in a study of pharmacology in medical students. METHODS Two groups of medical students were randomly subjected to a formative online test: group A) was first given 15 SC (#1-15) followed by 15 different Kprime questions (#16-30). The opposite design was used for group B. RESULTS The mean number of right answers was higher for SC than for Kprime questions in group A (10.02 vs. 8.63, p < 0.05) and group B (9.98 vs. 6.66, p < 0.05). The number of right answers was higher for nine questions of SC compared to Kprime in group A and for eight questions in group B (pairwise T-Test, p < 0.05). Thus, SC is easier to answer than the same learning objectives in pharmacology given as Kprime questions. One year later, four groups were formed from the previous two groups and were again given the same online test but in a different order: the main result was that all students fared better in the second test than in the initial test; however, the gain in points was highest if initially mode B was given. CONCLUSIONS Kprime is less popular with students being more demanding, but could improve memory of subject matter and thus might be more often used by meidcal educators.


2020 ◽  
Vol 2020 ◽  
pp. 1-6
Author(s):  
Reza Hekmat

Background. Impact of hemodialysis adequacy on patient survival is extensively studied. The current study compares the survival of chronic hemodialyzed, undocumented, uninsured, Afghan immigrant patients with that of a group of insured Iranian patients matched for underlying disease, age, weight, level of education, marital status, income, and number of comorbid conditions. Methods. Eighty chronic hemodialysis patients (mean age 42.8 ± 10.5 years) entered this historical cohort study in Mashhad, Iran, between January 2012 and January 2015. Half of the patients were undocumented, uninsured, Afghan immigrants (Group A) matched with forty insured Iranian patients (Group B). To compare the survival rate of the two patient groups, Kaplan–Meir survival analysis test was used. Results. Group A patients were underdialyzed with a weekly Kt/V which was significantly less in comparison with that of Group B (1.63 ± 0.63 versus 2.54 ± 0.12, p value = 0.01). While Group A’s number of hemodialysis sessions per week was fewer than that of Group B (1.45 ± 0.56 versus 2.8 ± 0.41, p value = 0.04), the mean of Kt/V in each hemodialysis session was higher in them, in comparison with Group B (1.43 ± 0.25 versus 1.3 ± 0.07, p value = 0.045). In Group B and Group A patients, one-year survival was 70% versus 50%, two-year survival was 55% versus 30%, and three-year survival was 40% versus 20%, respectively (p values = 0.04, 0.02 and 0.04, respectively). In Cox regression analysis, hemodialysis adequacy and uninsurance were factors impacting patients’ survival (OR = 1.193 and 0.333, respectively). Conclusions. Undocumented, uninsured, inadequately hemodialyzed, Afghan patients had a significantly lower one-, two-, and three-year survival as opposed to their Iranian counterparts, probably due to lack of insurance.


Vascular ◽  
2019 ◽  
Vol 27 (5) ◽  
pp. 518-523 ◽  
Author(s):  
Gergana T Taneva ◽  
Marco V Usai ◽  
Georgios A Pitoulias ◽  
Giovanni Torsello ◽  
Martin Austermann ◽  
...  

Aim To evaluate the performance of two different flexible devices, the balloon-expandable BeGraft stent as on-label chEVAR use with the Endurant (Medtronic, Santa Rosa, USA) stent graft compared to the self-expandable off-label employment of Viabahn (Gore Flagstaff, Arizona, USA). Methods All patients treated for pararenal aortic pathologies between 2008 and 2017 using Endurant II (Medtronic, Santa Rosa, CA, USA) abdominal endograft in combination with Viabahn (Gore, Flagstaff, AZ, USA) or BeGraft (Bentley, Hechingen, Germany) at our institution were retrospectively analyzed. Patients were divided into two groups according to the employed chimney graft, namely Viabahn (group A) and BeGraft (group B). The primary endpoint was the incidence of type IA endoleak at one month and last follow-up. Secondary endpoints included reintervention rates, primary patency of the chimney graft, and need for additional placement of bare metal stents also known as relining. Results A total of 27 patients (mean age: 76 years) were treated with overall 47 chimney grafts. In particular, 11 patients received 21 Viabahn and 16 patients underwent placement of 26 BeGraft stents. Mean follow-up was 14.3 ± 9.0 months for group A and 13.0 ± 13.7 for group B, p = .451. The mean chimney graft length was 85.1 ± 38.9 mm for group A and 34.9 ± 9.8mm for group B ( p < .001). The oversizing rate at the proximal sealing zone was significantly higher in group B (Group A: 23.1 ± 16.5% vs. Group B: 33.6 ± 7.6%, p = .007). The primary patency rates were similar between groups ( p = .250). The subgroup analysis showed a significantly higher early (9–42.9% vs. 2–7.7%, p = .005) and at last CT follow-up (5–23.8% vs. 0–0.0%, p = .011) type IA endoleak, higher primary relining (14–66.7% vs. 5–19.2%, p = .001) and reintervention rates (5–23.8% vs. 0–0.0%; p = .011) for group A chimney stent grafts. Conclusions Both chEVAR combinations displayed similar patency rate, showing the BeGraft-Endurant composition less need for relining and fewer one-year type IA endoleak and reintervention rates in the subgroup analysis.


Blood ◽  
2011 ◽  
Vol 118 (21) ◽  
pp. 825-825
Author(s):  
Dmitriy Zamarin ◽  
Manisha Bhutani ◽  
Danielle Chimento ◽  
Sergio Giralt ◽  
Nikoletta Lendvai ◽  
...  

Abstract Abstract 825 BACKGROUND: Autologous stem cell transplantation (ASCT) is a widely used therapeutic option in first line treatment of multiple myeloma (MM). However, many patients eventually relapse. While precise knowledge of relapse and progression (R/PD) patterns would be important to generate evidence based surveillance recommendations after ASCT, such data is limited in the literature, especially in the era following the introduction of the free light chain assay. The purpose of this study is to examine the patterns of post-ASCT relapse and to derive evidence based recommendations for optimal surveillance of patients. METHODS: We performed a retrospective analysis on 258 patients with MM who underwent ASCT within one year of diagnosis at MSKCC between 2000 and 2010, as part of first line therapy. We used the IMWG standard criteria for serologic and clinical R/PD. We first determined for all patients the date of serologic R/PD. Patients identified as having serologic R/PD were further examined to determine whether clinical (anemia, renal failure, hypercalcemia, development of soft tissue lesions), radiologic (skeletal survey) or urinary R/PD had anteceded serologic R/PD. Several groups of patients were derived and further analyzed in terms of relapse patterns and adequacy of follow up. RESULTS: Among 258 patients, 173 were determined to have serologic R/PD at a median of 19.2 months post-transplant. Among these patients, on the dates of their serologic R/PD, 17 (9.8%) had concurrent overt symptomatic evidence of clinical/radiologic R/PD (Group A symptomatic R/PD), while 156 (90.2%) were found to have isolated asymptomatic serologic R/PD without apparent evidence of concomitant clinical/radiologic R/PD (Group B asymptomatic R/PD). Group A included patients with distinct and sometimes coinciding clinical characteristics (poor risk cytogenetics with aggressive disease (n=3), leptomeningeal relapse (n=1), soft tissue relapse (n=4) and acute severe anemia at relapse (n=3)); patients with IgA gammopathy (n=5); and patients considered to have inadequate serologic follow up intervals (range of follow up interval between date of serologic R/PD and prior serologic testing 149 to 245 days) (n=6). Upon further examination of group B, 44 patients had radiologic imaging at the time of serologic R/PD (within 4 weeks following the date of serologic R/PD). Fourteen among them (32%) had evidence of new bone lesions. Among all 173 patients with serologic R/PD, 83 patients had a skeletal survey within one year prior to the date of serologic R/PD. Only 3 (3.6%) had evidence of radiologic R/PD anteceding serologic R/PD. All 3 patients were considered to have had inadequate serologic follow up interval (Range 208 to 252 days). Abnormal urine immunofixation (UIF) anteceded serologic R/PD in 5 out of 41 (12%) patients tested who had achieved CR post transplant. In these patients the abnormal UIF anteceded the serologic R/PD by a mean of 2.4 months. Abnormal UPEP anteceded serologic R/PD by 1.9 months in only 1 out of 40 (2.5%) patients tested who had achieved less than CR post transplant. CONCLUSIONS: Based on the results of this analysis, several conclusions can be drawn: 1) The vast majority of R/PD in patients with MM are asymptomatic R/PD detected first by serologic studies. A small percentage of patients (those with aggressive cytogenetics, specific relapse types including soft tissue, severe cytopenia, and IgA gammopathy) will have symptomatic R/PD with overt concomitant evidence of clinical and/or radiologic R/PD at the time of serologic R/PD; 2) Among patients who have apparent asymptomatic R/PD, a significant percentage will have evidence of skeletal lesions and therefore imaging should be recommended in these patients; 3) In the absence of serological R/PD, routine surveillance screening with yearly skeletal surveys cannot be recommended based on this analysis since this test was not useful in any of the analyzable patients in whom it was obtained; 4) Aside from few patients in CR whose relapse may be detected earlier by UIF (with probably no clinical benefit), all patients with multiple myeloma whose disease progresses will have serologic R/PD at the time of progression and follow up limited to serologic testing may well be sufficient for monitoring patients with MM post transplant. Disclosures: No relevant conflicts of interest to declare.


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