Environmental data mining and modeling based on machine learning algorithms and geostatistics

The paper presents some contemporary approaches to spatial environmental data analysis. The main topics are concentrated on the decision-oriented problems of environmental spatial data mining and modeling: valorization and representativity of data with the help of exploratory data analysis, spatial predictions, probabilistic and risk mapping, development and application of conditional stochastic simulation models. The innovative part of the paper presents integrated/hybrid model-machine learning (ML) residuals sequential simulations-MLRSS. The models are based on multilayer perceptron and support vector regression ML algorithms used for modeling long-range spatial trends and sequential simulations of the residuals. NIL algorithms deliver non-linear solution for the spatial non-stationary problems, which are difficult for geostatistical approach. Geostatistical tools (variography) are used to characterize performance of ML algorithms, by analyzing quality and quantity of the spatially structured information extracted from data with ML algorithms. Sequential simulations provide efficient assessment of uncertainty and spatial variability. Case study from the Chernobyl fallouts illustrates the performance of the proposed model. It is shown that probability mapping, provided by the combination of ML data driven and geostatistical model based approaches, can be efficiently used in decision-making process. (C) 2003 Elsevier Ltd. All rights reserved.

Efficacy, safety and tolerability of linezolid containing regimens in treating MDR-TB and XDR-TB: systematic review and meta-analysis.

Linezolid is used off-label to treat multidrug-resistant tuberculosis (MDR-TB) in absence of systematic evidence. We performed a systematic review and meta-analysis on efficacy, safety and tolerability of linezolid-containing regimes based on individual data analysis. 12 studies (11 countries from three continents) reporting complete information on safety, tolerability, efficacy of linezolid-containing regimes in treating MDR-TB cases were identified based on Preferred Reporting Items for Systematic Reviews and Meta-Analyses guidelines. Meta-analysis was performed using the individual data of 121 patients with a definite treatment outcome (cure, completion, death or failure). Most MDR-TB cases achieved sputum smear (86 (92.5%) out of 93) and culture (100 (93.5%) out of 107) conversion after treatment with individualised regimens containing linezolid (median (inter-quartile range) times for smear and culture conversions were 43.5 (21-90) and 61 (29-119) days, respectively) and 99 (81.8%) out of 121 patients were successfully treated. No significant differences were detected in the subgroup efficacy analysis (daily linezolid dosage ≤600 mg versus >600 mg). Adverse events were observed in 63 (58.9%) out of 107 patients, of which 54 (68.4%) out of 79 were major adverse events that included anaemia (38.1%), peripheral neuropathy (47.1%), gastro-intestinal disorders (16.7%), optic neuritis (13.2%) and thrombocytopenia (11.8%). The proportion of adverse events was significantly higher when the linezolid daily dosage exceeded 600 mg. The study results suggest an excellent efficacy but also the necessity of caution in the prescription of linezolid.

From dialysis to transplantation, illness experience and patients' concerns about future: A longitudinal qualitative study

Background: Transplantation is the treatment of choice when compared to dialysis. Long-term evolution of patients is rarely comprehensively described. Thirty end-stage renal disease patient's experience of illness was explored from registration for transplantation until twenty-four months after transplantation. Methods: Longitudinal semi-structured interviews were conducted, and qualitative discourse analysis performed. Findings: Before transplantation loss of quality of life (QOL), emotional fragility related to dialysis constraints were reported, and increased with waiting-time. Six months after transplantation, recovered freedom was described but acute rejection, and life-dependency to immunosuppressants generated concerns. After twelve months, long-term survival of the graft, and possible return-to-dialysis were mentioned. After twenty months graft's dysfunction, co-morbidities, immunosuppressants side effects rose concerns even though QOL persisted. Most patients report positive transformations after transplantation, which are related to graft survival and limited co-morbidities. Discussion: As time passes, patients deal with changing illness constraints, and contemplate with anxiety possible new return to dialysis and/or transplantation.

Institutionaalinen luottamus - yrityksen ei-henkilöityvä luottamuksen ulottuvuus työntekijän näkökulmasta

Ylläpitääkseen kilpailuetua ja menestyäkseen markkinoilla yritysten tulee teknologisen ja liiketoimintaosaamisen lisäksi hallita tehokas sisäinen toimintansa. Tieto on tärkein tuotannontekijä ja sen jakaminen yrityksessä onkriittistä innovaatioiden syntymisen kannalta. Luottamus edistää tiedon luomista ja jakamista. Luottamusta yrityksissä on tutkittu pääasiassa henkilöiden välisenä luottamuksena omiin esimiehiin ja kollegoihin. Kansainvälisistä omistaja- jamuista yritysjärjestelyistä johtuen yritysten sisäinenkin toiminta on usein maantieteellisesti hajautettua, mikä vähentää henkilöiden välisten luottamussuhteiden syntymistä. Tällaisissa tilanteissa yritykseen itseensä kohdistuva ei-henkilöityvä luottamus täydentää tutkimusten mukaan vähäisiä henkilöiden välisiä luottamussuhteita. Yrityksen ei-henkilöityvää luottamusta on tutkittu vain vähän ja kokonaisvaltaista teoriapohjaista ja/tai empiiristä tutkimusta ei ole tehty tai sitä ei ole raportoitu. Tässä pro gradu -tutkielmassa tutkittiin, mitä yrityksen institutionaalinen luottamus on ja mistä se muodostuu. Tutkielman teoriatausta nousee sosiologian, taloustieteen ja sosiaalipsykologian eri teorioista sekä aikaisemmasta monitieteisestä luottamustutkimuksesta. Empiirinen aineisto kerättiin neljässä fokusryhmäkeskustelussa ja aineisto analysoitiin sekä aineistolähtöisesti että teoriaohjaavasti hyödyntäen ATLAS.ti kvalitatiivisen aineiston analyysiohjelmaa. Työn keskeisenä tuloksena oli teorian ja empirian synteesinä muodostunutyrityksen institutionaalisen luottamuksen määritelmä. Yrityksen institutionaalisella luottamuksella tarkoitetaan yksilön odotuksia työnantajayrityksen kyvykkyydelle ja oikeudenmukaisuudelle. Kyvykkyydellä tarkoitetaan yrityksen havaittua kyvykkyyttä menestyä markkinoilla jatkuvasti ja organisoida sisäinen toimintansa tehokkaasti ja varmasti. Oikeudenmukaisuudella tarkoitetaan koettua oikeudenmukaista henkilöstöpolitiikkaa ja hyvää työnantajamainetta.

Quelle perception ont les médecins de famille en Suisse de leur rôle dans la prévention et la promotion de la santé? : comprendre les barrières à l'implémentation

Introduction: The importance of health promotion and prevention and the potential of general practitioners (GPs) to conduct individual prevention procedures have been demonstrated in several studies. Clinical recommendations for screening and prevention activities, an important condition for success, are published regularly, but their implementation into daily practice does not necessarily follow. Information is lacking about the actual conditions of how prevention is carried out on a daily basis by Swiss GPs, about their perceptions and needs, their attitudes and the present barriers they face. Such information is essential for the development of new tools and programs targeting better implementation of clinical recommendations for prevention in primary care in Switzerland. Objectives: The objectives of the study were to analyze how Swiss GPs perceive their role in prevention by obtaining information regarding the following issues: What do disease prevention and health promotion mean to them? What are the current incentives and barriers they face? What are their ideas and suggestions to deal with these barriers? What are their needs and expectations regarding prevention guidelines and tools? Methods: We conducted a qualitative research project using focus groups to examine the questions mentioned above. A total of 13 focus groups took place including GPs from eight cantons: five groups in German- speaking Switzerland and eight in French- speaking Switzerland. Each group was composed of 4-11 GPs, making in total 102 participants, who were paid expenses to cover their participation. The sessions were audio-recorded and transcribed verbatim. Data analysis: Content analysis of the transcriptions began by classifying the data according to a typology, the first level of which was developed in line with the structure of the interview guide. This typology was extended by successively regrouping similar statements. Synopsis and interpretation was then performed on each category thus obtained. This research report is based on the results from the French-speaking cantons. Results: Physicians perceive a change in their role as a consequence of changes in society and the health system. They emphasize the importance of a personalized and long lasting relationship between the family doctor and his/her patient; a privileged position allowing them to perform individualized prevention activities, considered to be more effective, as they are appropriate to the specific situation and needs of the patient. They point out their need for training and for better information concerning prevention and health promotion interventions, and stress difficulties arising from the lack of a clear political signal conferring them with a mandate for prevention. -- INTRODUCTION L'importance de la prévention et de la promotion de la santé et le potentiel des médecins de famillea à mettre en oeuvre des mesures individuelles de prévention, de dépistage et de conseils, a été démontrée dans plusieurs études. Régulièrement durant les dernières années, de nombreuses associations médicales ont publié des recommandations cliniques concernant les activités de dépistage et de prévention qui sont une condition essentielle pour le succès, mais ne sont pas forcément appliquées de manière systématique dans la pratique médicale quotidienne. Des contraintes spécifiques contribuent à l'écart entre le désir des médecins de pratiquer une médecine préventive et la réalité d'un cabinet médical. Nous n'avons que peu de données sur les conditions actuelles dans lesquelles la prévention et la promotion de la santé sont réalisées par les médecins de famille suisses dans leur travail quotidien. Des informations précises et représentatives sur leurs perceptions et leurs besoins, leurs attitudes et les contraintes auxquelles ils sont confrontés manquent. Or ces données sont essentielles dans le développement de nouveaux outils et programmes visant une meilleure implémentation des recommandations cliniques dans le domaine de la prévention et la promotion de la santé dans la médecine de famille en Suisse. OBJECTIFS Le développement de concepts pour une prévention systématique ainsi que d'outils adéquats, tout comme l'amélioration des conditions qui permettent une implémentation à grande échelle, implique, avant tout, l'analyse de la perception que les médecins de famille suisses ont de leur rôle dans la prévention. Par conséquent, cette étude a eu pour objectif d'obtenir des informations concernant les questions suivantes : ? Que signifient la prévention et la promotion de la santé pour les médecins de famille suisses ? ? Quelles sont leurs incitations et les barrières rencontrées ? ? Quelles sont leurs idées et leurs suggestions pour faire face à ces contraintes ? ? Quels sont leurs besoins et leurs attentes concernant les outils pour la prévention ? METHODES Nous avons mené un projet de recherche qualitative en utilisant la technique des focus groups pour examiner les questions mentionnées ci-dessus. Une telle technique de collecte de données est particulièrement adaptée à un domaine où l'on connaît mal les perceptions des parties prenantes. Nous avons mené 13 focus groups au total, comprenant des médecins issus de huit cantons: cinq groupes ont eu lieu en Suisse alémanique et huit groupes en Suisse romande. Chaque groupe était composé de 4 à 11 médecins de famille, avec au total 102 participants qui ont été défrayés pour leur participation. Les séances ont été audio-enregistrées et transcrites. ANALYSE DES DONNEES L'analyse du contenu des transcriptions a commencé par la classification des données selon une typologie dont le premier niveau a été développé à partir de la structure de la grille d'entretiens. Cette typologie a été affinée et élargie en regroupant successivement des propos similaires. Une synthèse a été effectuée pour chaque catégorie. Ce rapport est basé sur les résultats de l'analyse des données des cantons francophones. RESULTATS Les médecins perçoivent un changement de leur rôle dans une société et dans un système de santé qui évoluent. Ils soulignent l'importance de la relation personnalisée et durable du médecin de famille avec son patient, atout précieux, qui leur permet de réaliser des activités de prévention individualisées et adaptées à la situation et aux besoins du patient, considérées plus efficaces. Afin de surmonter leur doutes et découragement par rapport aux interventions de prévention, ils pointent la nécessité d'une formation aux nouvelles connaissances en prévention et promotion de la santé et d'une meilleure information aux médecins quant à leur efficacité et importance. Ils montrent le besoin d'un signal clair des politiques par rapport à l'attribution de ce mandat aux médecins de famille et de leur reconnaissance en tant qu'acteur de prévention dans le système de santé.

Nursing student-patient relationship and associated factors

The purpose of this study was to analyse the nursing student-patient relationship and factors associated with this relationship from the point of view of both students and patients, and to identify factors that predict the type of relationship. The ultimate goal is to improve supervised clinical practicum with a view to supporting students in their reciprocal collaborative relationships with patients, increase their preparedness to meet patients’ health needs, and thus to enhance the quality of patient care. The study was divided into two phases. In the first phase (1999-2005), a literature review concerning the student-patient relationship was conducted (n=104 articles) and semi-structured interviews carried out with nursing students (n=30) and internal medicine patients (n=30). Data analysis was by means of qualitative content analysis and Student-Patient Relationship Scales, which were specially developed for this research. In the second phase (2005-2007), the data were collected by SPR scales among nursing students (n=290) and internal medicine patients (n=242). The data were analysed statistically by SPSS 12.0 software. The results revealed three types of student-patient relationship: a mechanistic relationship focusing on the student’s learning needs; an authoritative relationship focusing on what the student assumes is in the patient’s best interest; and a facilitative relationship focusing on the common good of both student and patient. Students viewed their relationship with patients more often as facilitative and authoritative than mechanistic, while in patients’ assessments the authoritative relationship occurred most frequently and the facilitative relationship least frequently. Furthermore, students’ and patients’ views on their relationships differed significantly. A number of background factors, contextual factors and consequences of the relationship were found to be associated with the type of relationship. In the student data, factors that predicted the type of relationship were age, current year of study and support received in the relationship with patient. The higher the student’s age, the more likely the relationship with the patient was facilitative. Fourth year studies and the support of a person other than a supervisor were significantly associated with an authoritative relationship. Among patients, several factors were found to predict the type of nursing student-patient relationships. Significant factors associated with a facilitative relationship were university-level education, several previous hospitalizations, admission to hospital for a medical problem, experience of caring for an ill family member and patient’s positive perception of atmosphere during collaboration and of student’s personal and professional growth. In patients, positive perceptions of student’s personal and professional attributes and patient’s improved health and a greater commitment to self-care, on the other hand, were significantly associated with an authoritative relationship, whereas positive perceptions of one’s own attributes as a patient were significantly associated with a mechanistic relationship. It is recommended that further research on the student-patient relationship and related factors should focus on questions of content, methodology and education.

Are Evaluation of ICTs Investment Using Decision Support Systems:Case Applications from Distributor's and End User's Perspective Group Decision

The evaluation of investments in advanced technology is one of the most important decision making tasks. The importance is even more pronounced considering the huge budget concerning the strategic, economic and analytic justification in order to shorten design and development time. Choosing the most appropriate technology requires an accurate and reliable system that can lead the decision makers to obtain such a complicated task. Currently, several Information and Communication Technologies (ICTs) manufacturers that design global products are seeking local firms to act as their sales and services representatives (called distributors) to the end user. At the same time, the end user or customer is also searching for the best possible deal for their investment in ICT's projects. Therefore, the objective of this research is to present a holistic decision support system to assist the decision maker in Small and Medium Enterprises (SMEs) - working either as individual decision makers or in a group - in the evaluation of the investment to become an ICT's distributor or an ICT's end user. The model is composed of the Delphi/MAH (Maximising Agreement Heuristic) Analysis, a well-known quantitative method in Group Support System (GSS), which is applied to gather the average ranking data from amongst Decision Makers (DMs). After that the Analytic Network Process (ANP) analysis is brought in to analyse holistically: it performs quantitative and qualitative analysis simultaneously. The illustrative data are obtained from industrial entrepreneurs by using the Group Support System (GSS) laboratory facilities at Lappeenranta University of Technology, Finland and in Thailand. The result of the research, which is currently implemented in Thailand, can provide benefits to the industry in the evaluation of becoming an ICT's distributor or an ICT's end user, particularly in the assessment of the Enterprise Resource Planning (ERP) programme. After the model is put to test with an in-depth collaboration with industrial entrepreneurs in Finland and Thailand, the sensitivity analysis is also performed to validate the robustness of the model. The contribution of this research is in developing a new approach and the Delphi/MAH software to obtain an analysis of the value of becoming an ERP distributor or end user that is flexible and applicable to entrepreneurs, who are looking for the most appropriate investment to become an ERP distributor or end user. The main advantage of this research over others is that the model can deliver the value of becoming an ERP distributor or end user in a single number which makes it easier for DMs to choose the most appropriate ERP vendor. The associated advantage is that the model can include qualitative data as well as quantitative data, as the results from using quantitative data alone can be misleading and inadequate. There is a need to utilise quantitative and qualitative analysis together, as can be seen from the case studies.

Using narratives to study the impact of social networks on the educational paths of immigrant students

This paper presents the qualitative data collection process aimed at the study of the impactsocial relations and networks have on educational paths of immigrant students. In theframework of a R & D longitudinal study funded by the Ministry of Science and Innovation(2012-2014), the research team tracked the path of 87 immigrant students, from whom only 17successfully achieved the transition through the first and second year of Post-16 Education.A vast range of literature notes that relationships are an important part of migration process andsocial integration analysis, as well as school history in terms of success or failure. Through thefieldwork researchers collect the personal networks of all immigrant students from 3 highschools who were at that time attending last course of compulsory school. The network structureinfluences their social capital and therefore determines the resources, goods and types of supportindividuals can access. All these aspects are influential elements in the configuration anddevelopment of academic trajectories of immigrant students.At the end of the second year of Post-16 Education (two years later), the study captures personalnetworks of these students again, analyses and discusses their evolution and influence on theirpaths through qualitative interviews. Such interviews facilitated the discussion of theirrelationships while providing interesting narratives that are presented in the text. In order to do so, the biographical interpretive narrative method of interviewing is implemented.

Using narratives to study the impact of social networks on the educational paths of immigrant students

This paper presents the qualitative data collection process aimed at the study of the impactsocial relations and networks have on educational paths of immigrant students. In theframework of a R & D longitudinal study funded by the Ministry of Science and Innovation(2012-2014), the research team tracked the path of 87 immigrant students, from whom only 17successfully achieved the transition through the first and second year of Post-16 Education.A vast range of literature notes that relationships are an important part of migration process andsocial integration analysis, as well as school history in terms of success or failure. Through thefieldwork researchers collect the personal networks of all immigrant students from 3 highschools who were at that time attending last course of compulsory school. The network structureinfluences their social capital and therefore determines the resources, goods and types of supportindividuals can access. All these aspects are influential elements in the configuration anddevelopment of academic trajectories of immigrant students.At the end of the second year of Post-16 Education (two years later), the study captures personalnetworks of these students again, analyses and discusses their evolution and influence on theirpaths through qualitative interviews. Such interviews facilitated the discussion of theirrelationships while providing interesting narratives that are presented in the text. In order to do so, the biographical interpretive narrative method of interviewing is implemented.

Force Spectroscopy with Dual-Trap Optical Tweezers: Molecular Stiffness Measurements and Coupled Fluctuations Analysis

ABSTRACT Dual-trap optical tweezers are often used in high-resolution measurements in single-molecule biophysics. Such measurements can be hindered by the presence of extraneous noise sources, the most prominent of which is the coupling of fluctuations along different spatial directions, which may affect any optical tweezers setup. In this article, we analyze, both from the theoretical and the experimental points of view, the most common source for these couplings in dual-trap optical-tweezers setups: the misalignment of traps and tether. We give criteria to distinguish different kinds of misalignment, to estimate their quantitative relevance and to include them in the data analysis. The experimental data is obtained in a, to our knowledge, novel dual-trap optical-tweezers setup that directly measures forces. In the case in which misalignment is negligible, we provide a method to measure the stiffness of traps and tether based on variance analysis. This method can be seen as a calibration technique valid beyond the linear trap region. Our analysis is then employed to measure the persistence length of dsDNA tethers of three different lengths spanning two orders of magnitude. The effective persistence length of such tethers is shown to decrease with the contour length, in accordance with previous studies.

Säästämispalveluiden henkilöasiakasmarkkinoiden segmentointi - Case: Merita Pankki Oyj

Tutkielman tavoitteena on säästämiskäyttäytymisen tutkiminen ja tarpeet tunnistavan segmentoinnin suorittaminen. Tavoitteena on muodostaa syvällinen näkemys säästämispalveluiden asiakkaista. Segmentointi perustetaan käyttäytymiselle. Tutkielma koostuu teoreettisesta ja empiirisestä osiosta. Teoreettinen osio on kirjoituspöytätutkimusta, jonka tietolähteinä ovat teoriakirjallisuuden lisäksi aiemmat tutkimukset pankkikäyttäytymisestä. Empiirisen osion aineisto on tilastollinen data 96 502 Merita Pankin asiakkaasta. Segmentointi suoritetaan K-klusterianalyysilla ja tuloksia tarkastellaan ristiintaulukoimalla. Tutkimus osoittaa säästämiskäyttäytymisen saavan erilaisia muotoja markkinoilla. Käyttäytymiselle perustuvalla segmentoinnilla syntyy viiden erilaisen säästäjätyypin profiilit. Tarkastelemalla tarjottuja palveluita ja asiakkaiden palvelukokonaisuuksia rinnakkain voidaan tunnistaa asiakkaiden tarpeita. Säästämispalveluiden markkinoiden yksityiskohtaisten tarpeiden tunnistamiseen tarvitaan tutkielmassa käytettyjen tietojen lisäksi kvantitatiivista tietoa asiakkaiden elämänkaaresta ja säästämisen tavoitteesta.

Use and perception of urban green spaces in Barcelona

Background: Although the mechanisms are not well understood yet, evidence exists of the benefits of urban green spaces for human health. As a consequence, one of the concerns of public health interventions must be to promote the use of urban green spaces within cities. Aims: This study aims to explore the citizens’ purposes of use of urban green spaces as well as the elements related to the characteristics of these places that condition their use. Methods: In-depth interviews were conducted with non-hospitalised people living in different areas of Barcelona, with different socioeconomic status and different residential distance to urban green spaces (n = 20). Thematic content analysis of the qualitative data was performed. Results: Physical pursuits and attention restoration were identified as prominent purposes of use of urban green spaces. The natural features of urban green spaces were identified as the most relevant determiners for the use of these places. Conclusions: To promote the use of urban green spaces, qualitative findings from this study suggest that purpose-built places should be provided. Moreover, natural features of urban green spaces must be particularly taken into account when designing and maintaining them.

Building legitimacy by criticising the pharmaceutical industry: a qualitative study among prescribers and local opinion leaders.

PRINCIPLES: The literature has described opinion leaders not only as marketing tools of the pharmaceutical industry, but also as educators promoting good clinical practice. This qualitative study addresses the distinction between the opinion-leader-as-marketing-tool and the opinion-leader-as-educator, as it is revealed in the discourses of physicians and experts, focusing on the prescription of antidepressants. We explore the relational dynamic between physicians, opinion leaders and the pharmaceutical industry in an area of French-speaking Switzerland. METHODS: Qualitative content analysis of 24 semistructured interviews with physicians and local experts in psychopharmacology, complemented by direct observation of educational events led by the experts, which were all sponsored by various pharmaceutical companies. RESULTS: Both physicians and experts were critical of the pharmaceutical industry and its use of opinion leaders. Local experts, in contrast, were perceived by the physicians as critical of the industry and, therefore, as a legitimate source of information. Local experts did not consider themselves opinion leaders and argued that they remained intellectually independent from the industry. Field observations confirmed that local experts criticised the industry at continuing medical education events. CONCLUSIONS: Local experts were vocal critics of the industry, which nevertheless sponsor their continuing education. This critical attitude enhanced their credibility in the eyes of the prescribing physicians. We discuss how the experts, despite their critical attitude, might still be beneficial to the industry's interests.