Query rewriting in information retrieval: automatic context extraction from local user documents to improve query results

The central objective of research in Information Retrieval (IR) is to discover new techniques to retrieve relevant information in order to satisfy an Information Need. The Information Need is satisfied when relevant information can be provided to the user. In IR, relevance is a fundamental concept which has changed over time, from popular to personal, i.e., what was considered relevant before was information for the whole population, but what is considered relevant now is specific information for each user. Hence, there is a need to connect the behavior of the system to the condition of a particular person and his social context; thereby an interdisciplinary sector called Human-Centered Computing was born. For the modern search engine, the information extracted for the individual user is crucial. According to the Personalized Search (PS), two different techniques are necessary to personalize a search: contextualization (interconnected conditions that occur in an activity), and individualization (characteristics that distinguish an individual). This movement of focus to the individual's need undermines the rigid linearity of the classical model overtaken the ``berry picking'' model which explains that the terms change thanks to the informational feedback received from the search activity introducing the concept of evolution of search terms. The development of Information Foraging theory, which observed the correlations between animal foraging and human information foraging, also contributed to this transformation through attempts to optimize the cost-benefit ratio. This thesis arose from the need to satisfy human individuality when searching for information, and it develops a synergistic collaboration between the frontiers of technological innovation and the recent advances in IR. The search method developed exploits what is relevant for the user by changing radically the way in which an Information Need is expressed, because now it is expressed through the generation of the query and its own context. As a matter of fact the method was born under the pretense to improve the quality of search by rewriting the query based on the contexts automatically generated from a local knowledge base. Furthermore, the idea of optimizing each IR system has led to develop it as a middleware of interaction between the user and the IR system. Thereby the system has just two possible actions: rewriting the query, and reordering the result. Equivalent actions to the approach was described from the PS that generally exploits information derived from analysis of user behavior, while the proposed approach exploits knowledge provided by the user. The thesis went further to generate a novel method for an assessment procedure, according to the "Cranfield paradigm", in order to evaluate this type of IR systems. The results achieved are interesting considering both the effectiveness achieved and the innovative approach undertaken together with the several applications inspired using a local knowledge base.

'I'd like to know what causes it, you know, anything I've done?' Are we meeting the information and support needs of patients with macular degeneration? A qualitative study

Objective: To examine patients' experiences of information and support provision for age-related macular degeneration (AMD) in the UK. Study design: Exploratory qualitative study investigating patient experiences of healthcare consultations and living with AMD over 18 months. Setting: Specialist eye clinics at a Birmingham hospital. Participants: 13 patients diagnosed with AMD. Main outcome measures: Analysis of patients' narratives to identify key themes and issues relating to information and support needs. Results: Information was accessed from a variety of sources. There was evidence of clear information deficits prior to diagnosis, following diagnosis and ongoing across the course of the condition. Patients were often ill informed and therefore unable to self-advocate and recognise when support was needed, what support was available and how to access support. Conclusions: AMD patients have a variety of information needs that are variable across the course of the condition. Further research is needed to determine whether these experiences are typical and identify ways of translating the guidelines into practice. Methods of providing information need to be investigated and improved for this patient group.

Improving cross language information retrieval using corpus based query suggestion approach

Users seeking information may not find relevant information pertaining to their information need in a specific language. But information may be available in a language different from their own, but users may not know that language. Thus users may experience difficulty in accessing the information present in different languages. Since the retrieval process depends on the translation of the user query, there are many issues in getting the right translation of the user query. For a pair of languages chosen by a user, resources, like incomplete dictionary, inaccurate machine translation system may exist. These resources may be insufficient to map the query terms in one language to its equivalent terms in another language. Also for a given query, there might exist multiple correct translations. The underlying corpus evidence may suggest a clue to select a probable set of translations that could eventually perform a better information retrieval. In this paper, we present a cross language information retrieval approach to effectively retrieve information present in a language other than the language of the user query using the corpus driven query suggestion approach. The idea is to utilize the corpus based evidence of one language to improve the retrieval and re-ranking of news documents in the other language. We use FIRE corpora - Tamil and English news collections in our experiments and illustrate the effectiveness of the proposed cross language information retrieval approach.

Query routing in cooperative semi-structured peer-to-peer information retrieval networks

Conventional web search engines are centralised in that a single entity crawls and indexes the documents selected for future retrieval, and the relevance models used to determine which documents are relevant to a given user query. As a result, these search engines suffer from several technical drawbacks such as handling scale, timeliness and reliability, in addition to ethical concerns such as commercial manipulation and information censorship. Alleviating the need to rely entirely on a single entity, Peer-to-Peer (P2P) Information Retrieval (IR) has been proposed as a solution, as it distributes the functional components of a web search engine – from crawling and indexing documents, to query processing – across the network of users (or, peers) who use the search engine. This strategy for constructing an IR system poses several efficiency and effectiveness challenges which have been identified in past work. Accordingly, this thesis makes several contributions towards advancing the state of the art in P2P-IR effectiveness by improving the query processing and relevance scoring aspects of a P2P web search. Federated search systems are a form of distributed information retrieval model that route the user’s information need, formulated as a query, to distributed resources and merge the retrieved result lists into a final list. P2P-IR networks are one form of federated search in routing queries and merging result among participating peers. The query is propagated through disseminated nodes to hit the peers that are most likely to contain relevant documents, then the retrieved result lists are merged at different points along the path from the relevant peers to the query initializer (or namely, customer). However, query routing in P2P-IR networks is considered as one of the major challenges and critical part in P2P-IR networks; as the relevant peers might be lost in low-quality peer selection while executing the query routing, and inevitably lead to less effective retrieval results. This motivates this thesis to study and propose query routing techniques to improve retrieval quality in such networks. Cluster-based semi-structured P2P-IR networks exploit the cluster hypothesis to organise the peers into similar semantic clusters where each such semantic cluster is managed by super-peers. In this thesis, I construct three semi-structured P2P-IR models and examine their retrieval effectiveness. I also leverage the cluster centroids at the super-peer level as content representations gathered from cooperative peers to propose a query routing approach called Inverted PeerCluster Index (IPI) that simulates the conventional inverted index of the centralised corpus to organise the statistics of peers’ terms. The results show a competitive retrieval quality in comparison to baseline approaches. Furthermore, I study the applicability of using the conventional Information Retrieval models as peer selection approaches where each peer can be considered as a big document of documents. The experimental evaluation shows comparative and significant results and explains that document retrieval methods are very effective for peer selection that brings back the analogy between documents and peers. Additionally, Learning to Rank (LtR) algorithms are exploited to build a learned classifier for peer ranking at the super-peer level. The experiments show significant results with state-of-the-art resource selection methods and competitive results to corresponding classification-based approaches. Finally, I propose reputation-based query routing approaches that exploit the idea of providing feedback on a specific item in the social community networks and manage it for future decision-making. The system monitors users’ behaviours when they click or download documents from the final ranked list as implicit feedback and mines the given information to build a reputation-based data structure. The data structure is used to score peers and then rank them for query routing. I conduct a set of experiments to cover various scenarios including noisy feedback information (i.e, providing positive feedback on non-relevant documents) to examine the robustness of reputation-based approaches. The empirical evaluation shows significant results in almost all measurement metrics with approximate improvement more than 56% compared to baseline approaches. Thus, based on the results, if one were to choose one technique, reputation-based approaches are clearly the natural choices which also can be deployed on any P2P network.

Fatores influenciadores da gestão da qualidade e independência do auditor: um estudo de caso

Dissertação apresentada ao Instituto Superior de Contabilidade para obtenção do Grau de Mestre em Auditoria Orientada por: Doutora Alcina Dias

O controlo de gestão com ênfase para o Balanced Scorecard: estudo de caso sobre a implementação do Balanced Scorecard numa empresa do sector automóvel

Mestrado em Contabilidade e Gestão das Instituições Financeiras

Decentralized Target Tracking based on Multi-Robot Cooperative Triangulation

Target tracking with bearing-only sensors is a challenging problem when the target moves dynamically in complex scenarios. Besides the partial observability of such sensors, they have limited field of views, occlusions can occur, etc. In those cases, cooperative approaches with multiple tracking robots are interesting, but the different sources of uncertain information need to be considered appropriately in order to achieve better estimates. Even though there exist probabilistic filters that can estimate the position of a target dealing with incertainties, bearing-only measurements bring usually additional problems with initialization and data association. In this paper, we propose a multi-robot triangulation method with a dynamic baseline that can triangulate bearing-only measurements in a probabilistic manner to produce 3D observations. This method is combined with a decentralized stochastic filter and used to tackle those initialization and data association issues. The approach is validated with simulations and field experiments where a team of aerial and ground robots with cameras track a dynamic target.

Matkapuhelinvalmistajien tuotetieto ja kuluttajien tiedon tarve verkkoviestinnän näkökulmasta tarkasteltuna

Tutkielma keskittyy tarkastelemaan yritysten verkkoviestinnässä tarjoamaa tietoa tuotteista sekä kuluttajien tiedon tarvetta ennen ja jälkeen tuotteen hankinnan. Työssä tutkitaan verkkoviestinnän, tuotetiedon, tiedon tarpeen ja tiedon etsinnän keskeisiä elementtejä. Työn empiirisessä osiossa tarkastellaan matkapuhelinvalmistajien kotisivuillaan tarjoamaa tietoa tuotteista ja kuluttajien omia tarpeita sekä näkemyksiä. Aineisto on kerätty haastattelemalla kymmentä kuluttajaa. Verkkoviestinnän ja sähköisen tuotetiedon ominaisuudet tukevat toisiaan. Teorian ja empiirisen osion perusteella verkkosivujen on oltava päivitetyt, niiden on latauduttava nopeasti. Tuotetiedon on oltava kattavaa, luotettavaa ja ajankohtaista. Matkapuhelinvalmistajien kotisivujen merkitys matkapuhelimen ostossa ja oston jälkeen on tärkeä kuluttajille. Tiedon etsintään ja tiedon tarpeeseen internetissä vaikuttavat kuluttajien oma osaaminen, motivaatio, aiempi tietämys ja tiedon tarpeen taso. Yritysten tulee vastata verkkosivuillaan kuluttajien tiedon tarpeeseen ja helpottaa tiedon etsintää.

Yhteistoiminnan ja tiedon jakamisen kehittäminen

Tässä tutkimustyössä on tavoitteena tutkia UPM-Kymmene Wood Oy:n vaneriliiketoimintaorganisaation lähtölogistiikka- ja myyntiosaston tiedon jakamisen ja yhteistoiminnan nykytilaa ja kartoittaa osastojen tiedontarpeita yhteistoimintaan liittyen. Työn tavoitteena on tämän jälkeen antaa kohdeosastoille ehdotuksia toimenpiteistä ja teknologisista ratkaisuista toiminnan parantamiseen. Työssä esitetään aluksi tietoon ja sen jakamiseen liittyviä käsitteitä. Tämän jälkeen tekstissä luodaan katsaus liiketoimintatietoon ja sen hallintaan. Lisäksi tutkimuksessa tarkastellaan tutkimuksen kohteena olevaa organisaatiota ja kohdeosastoja. Haastatteluiden ja havainnoinnin avulla kerätyn tutkimusaineiston perusteella kohdeosastojen välillä vaihdetaan nykytilassa paljon erilaista asiakkaisiin ja markkinoihin liittyvää tietoa. Tiedon jakaminen ja vaihto perustuu kuitenkin nykytilassa hyvin vahvasti säännöllisen yhteistoiminnan sijaan erillisesti ilmaistuihin tietotarpeisiin. Haastatteluiden perusteella kohdeosastoissa on havaittavissa myös parannustarpeita nykyiseen tiedonkulkuun ja tiedon jakamiseen verrattuna. Annetut kehitysehdotukset koskevat yhteistoiminnan muuntamista säännölliseksi ja keskustelevaksi, olemassa olevien tietojen tehokkaammasta jakamisesta ja nykyisten tietohallintajärjestelmien hyödyntämisestä yhteistoiminnassa uusien järjestelmien luomisen sijaan.

Les cadres intermédiaires et l’information : modélisation des comportements informationnels de cadres intermédiaires d’une municipalité en transformation

Un atout majeur des organisations consiste en leur capacité à créer et exploiter l’information et les connaissances, capacité déterminée entre autres par les comportements informationnels. Chargés de décisions stratégiques, tactiques et opérationnelles, les cadres intermédiaires sont au cœur du processus de création des connaissances, et leurs comportements informationnels doivent être soutenus par des systèmes d’information. Toutefois, leurs comportements informationnels sont peu documentés. La présente recherche porte sur la modélisation des comportements informationnels de cadres intermédiaires d’une organisation municipale. Plus spécifiquement, elle examine comment ces cadres répondent à leurs besoins d’information courante dans le contexte de leurs activités de gestion, c’est-à-dire dans leur environnement d’utilisation d’information. L’étude répond aux questions de recherche suivantes : (1) Quelles sont les situations problématiques auxquelles font face les cadres intermédiaires municipaux ? (2) Quels sont les besoins informationnels exprimés par les cadres intermédiaires municipaux lors de situations problématiques ? (3) Quelles sont les sources d’information qui soutiennent les comportements informationnels des cadres intermédiaires municipaux ? Cette recherche descriptive s’inscrit dans une approche qualitative. Les 21 cadres intermédiaires ayant participé à l’étude proviennent de deux arrondissements d’une municipalité québécoise fusionnée en 2002. Les modes de collecte de données sont l’entrevue en profondeur en personne et l’observation directe auprès de ces cadres, et la collecte de documentation pertinente. L’incident critique est utilisé comme technique de collecte de données et comme unité d’analyse. Les données recueillies font l’objet d’une analyse de contenu qualitative basée sur la théorisation ancrée. Les résultats indiquent que les rôles de gestion proposés dans les écrits pour les cadres supérieurs s’appliquent aussi aux cadres intermédiaires, bien que le rôle conseil ressorte comme étant particulier à ces derniers. Ceux-ci ont des responsabilités de gestion aux trois niveaux d’intervention opérationnel, tactique et stratégique, bien qu’ils œuvrent davantage au plan tactique. Les situations problématiques dont ils sont chargés s’inscrivent dans l’environnement d’utilisation d’information constitué des composantes suivantes : leurs rôles et responsabilités de gestion et le contexte organisationnel propre à une municipalité en transformation. Les cadres intermédiaires ont eu à traiter davantage de situations nouvelles que récurrentes, caractérisées par des sujets portant principalement sur les ressources matérielles et immobilières ou sur des aspects d’intérêt juridique, réglementaire et normatif. Ils ont surtout manifesté des besoins pour de l’information de nature processuelle et contextuelle. Pour y répondre, ils ont consulté davantage de sources verbales que documentaires, même si le nombre de ces dernières reste élevé, et ont préféré utiliser des sources d’information internes. Au plan théorique, le modèle de comportement informationnel proposé pour les cadres intermédiaires municipaux enrichit les principales composantes du modèle général d’utilisation de l’information (Choo, 1998) et du modèle d’environnement d’utilisation d’information (Taylor, 1986, 1991). L’étude permet aussi de préciser les concepts d’« utilisateur » et d’« utilisation de l’information ». Au plan pratique, la recherche permet d’aider à la conception de systèmes de repérage d’information adaptés aux besoins des cadres intermédiaires municipaux, et aide à évaluer l’apport des systèmes d’information archivistiques à la gestion de la mémoire organisationnelle.

Le comportement informationnel des jeunes adultes québécois en matière de santé sexuelle

Depuis quelques années, les statistiques indiquent une croissance exponentielle de l’incidence de certaines infections transmissibles sexuellement chez les jeunes adultes. Certaines enquêtes témoignent en outre des comportements peu responsables en matière de santé sexuelle chez cette population, bien que l’offre d’information sur les conséquences de tels comportements soit importante et diversifiée. Par ailleurs, le comportement informationnel de cette population en matière de santé sexuelle demeure peu documenté. La présente étude porte sur le comportement informationnel de jeunes adultes québécois en matière de santé sexuelle. Plus spécifiquement, elle répond aux quatre questions de recherche suivantes : (1) Quelles sont les situations problématiques auxquelles les jeunes adultes sont confrontés en santé sexuelle?, (2) Quels sont les besoins informationnels exprimés par les jeunes adultes lors de ces situations problématiques?, (3) Quels sont les processus et les sources d’information qui soutiennent la résolution de ces besoins informationnels? et (4) Quelle est l’utilisation de l’information trouvée? Cette recherche descriptive a utilisé une approche qualitative. Le milieu retenu est l’Université de Montréal pour deux raisons : il s’agit d’un milieu cognitivement riche qui fournit un accès sur place à des ressources en santé sexuelle. Les huit jeunes adultes âgés de 18 à 25 ans qui ont pris part à cette étude ont participé à une entrevue en profondeur utilisant la technique de l’incident critique. Chacun d’entre eux a décrit une situation problématique par rapport à sa santé sexuelle et les données recueillies ont été l’objet d’une analyse de contenu basée sur la théorisation ancrée. Les résultats indiquent que les jeunes adultes québécois vivent des situations problématiques relatives à l’aspect physique de leur santé sexuelle qui peuvent être déclenchées par trois types d’éléments : un événement à risques, un symptôme physique subjectif et de l’information acquise passivement. Ces situations problématiques génèrent trois catégories de besoins informationnels : l’état de santé actuel, les conséquences possibles et les remèdes. Pour répondre à ces besoins, les participants se sont tournés en majorité vers des sources professionnelles, personnelles et verbales. La présence de facteurs contextuels, cognitifs et affectifs a particularisé leur processus de recherche d’information en modifiant les combinaisons des quatre activités effectuées, soit débuter, enchaîner, butiner et différencier. L’automotivation et la compréhension du problème représentent les deux principales utilisations de l’information. D’un point de vue théorique, les résultats indiquent que le modèle général de comportement informationnel de Choo (2006), le modèle d’environnement d’utilisation de l’information de Taylor (1986, 1991) et le modèle d’activités de recherche d’information d’Ellis (1989a, 1989b, 2005) peuvent être utilisés dans le contexte personnel de la santé sexuelle. D’un point de vue pratique, cette étude ajoute aux connaissances sur les critères de sélection des sources d’information en matière de santé sexuelle.

Utilisation de médicaments durant la grossesse et l’allaitement : données d’un centre d’information sur les tératogènes

Les centres d’information sur les tératogènes (CIT) fournissent aux professionnels de la santé ainsi qu’au public de l’information sur les risques et bienfaits associés à l’utilisation des médicaments durant la grossesse et l’allaitement. Le Centre IMAGe (Info-Médicaments en Allaitement et Grossesse) du CHU Sainte-Justine (Centre Hospitalier Universitaire Sainte-Justine) au Québec, est un CIT qui offre depuis 1997 un service téléphonique d’information gratuit aux professionnels de la santé. Deux études ont été réalisées à partir des appels reçus au Centre IMAGe. La première étude a été réalisée sur l’ensemble des appels reçus entre janvier 2004 et avril 2007 au sujet de femmes qui prenaient ou envisageaient prendre un médicament durant la grossesse ou l’allaitement. Les objectifs de cette étude visaient à déterminer les classes de médicaments les plus fréquentes ainsi que les indications d’utilisation et les déterminants d’un appel à leur sujet (caractéristiques maternelles associées). Les antidépresseurs, les anti-inflammatoires, les antibiotiques, les benzodiazépines et les antipsychotiques sont les classes de médicaments qui correspondaient aux plus grands nombres d’appels. Cela porte à croire que pour ces classes de médicaments, il existe chez les professionnels de la santé un besoin d’information en ce qui concerne les risques et bienfaits de leur utilisation durant la grossesse et l’allaitement. La dépression représentait une des trois indications les plus prévalentes chez les femmes qui prenaient ou désiraient prendre des antidépresseurs, des benzodiazépines ou des anti-psychotiques durant la grossesse ou l’allaitement. Le tabagisme était associé à l’utilisation des antidépresseurs et des anti-psychotiques durant la grossesse, ainsi qu’à un appel au sujet des anti-inflammatoires durant l’allaitement. La deuxième étude a été réalisée sur l’ensemble des appels reçus entre janvier 2003 et mars 2008. Cette étude visait à déterminer l’impact des avis émis par Santé Canada concernant les risques de l’exposition aux antidépresseurs durant la grossesse et celui concernant le retrait du rofécoxib, sur le nombre d’appels reçus à IMAGe. L’analyse des séries temporelles du nombre hebdomadaire d’appels reçus a révélé que l’avis de Santé Canada sur les risques de malformations cardiaques associés à l’utilisation de la paroxétine lors du premier trimestre de la grossesse a généré une augmentation statistiquement significative, soudaine et permanente du nombre d’appels reçus à IMAGe au sujet des antidépresseurs. Ces études permettent de mieux comprendre le besoin d’information des professionnels de la santé sur les risques et bienfaits de l’utilisation des médicaments durant la grossesse et l’allaitement.

Design And Development Of A Named Entity Based Question Answering System For Malayalam Language

This is a Named Entity Based Question Answering System for Malayalam Language. Although a vast amount of information is available today in digital form, no effective information access mechanism exists to provide humans with convenient information access. Information Retrieval and Question Answering systems are the two mechanisms available now for information access. Information systems typically return a long list of documents in response to a user’s query which are to be skimmed by the user to determine whether they contain an answer. But a Question Answering System allows the user to state his/her information need as a natural language question and receives most appropriate answer in a word or a sentence or a paragraph. This system is based on Named Entity Tagging and Question Classification. Document tagging extracts useful information from the documents which will be used in finding the answer to the question. Question Classification extracts useful information from the question to determine the type of the question and the way in which the question is to be answered. Various Machine Learning methods are used to tag the documents. Rule-Based Approach is used for Question Classification. Malayalam belongs to the Dravidian family of languages and is one of the four major languages of this family. It is one of the 22 Scheduled Languages of India with official language status in the state of Kerala. It is spoken by 40 million people. Malayalam is a morphologically rich agglutinative language and relatively of free word order. Also Malayalam has a productive morphology that allows the creation of complex words which are often highly ambiguous. Document tagging tools such as Parts-of-Speech Tagger, Phrase Chunker, Named Entity Tagger, and Compound Word Splitter are developed as a part of this research work. No such tools were available for Malayalam language. Finite State Transducer, High Order Conditional Random Field, Artificial Immunity System Principles, and Support Vector Machines are the techniques used for the design of these document preprocessing tools. This research work describes how the Named Entity is used to represent the documents. Single sentence questions are used to test the system. Overall Precision and Recall obtained are 88.5% and 85.9% respectively. This work can be extended in several directions. The coverage of non-factoid questions can be increased and also it can be extended to include open domain applications. Reference Resolution and Word Sense Disambiguation techniques are suggested as the future enhancements

The role of agronomic research in climate change and food security policy

Societal concern is growing about the consequences of climate change for food systems and, in a number of regions, for food security. There is also concern that meeting the rising demand for food is leading to environmental degradation thereby exacerbating factors in part responsible for climate change, and further undermining the food systems upon which food security is based. A major emphasis of climate change/food security research over recent years has addressed the agronomic aspects of climate change, and particularly crop yield. This has provided an excellent foundation for assessments of how climate change may affect crop productivity, but the connectivity between these results and the broader issues of food security at large are relatively poorly explored; too often discussions of food security policy appear to be based on a relatively narrow agronomic perspective. To overcome the limitation of current agronomic research outputs there are several scientific challenges where further agronomic effort is necessary, and where agronomic research results can effectively contribute to the broader issues underlying food security. First is the need to better understand how climate change will affect cropping systems including both direct effects on the crops themselves and indirect effects as a result of changed pest and weed dynamics and altered soil and water conditions. Second is the need to assess technical and policy options for either reducing the deleterious impacts or enhancing the benefits of climate change on cropping systems while minimising further environmental degradation. Third is the need to understand how best to address the information needs of policy makers and report and communicate agronomic research results in a manner that will assist the development of food systems adapted to climate change. There are, however, two important considerations regarding these agronomic research contributions to the food security/climate change debate. The first concerns scale. Agronomic research has traditionally been conducted at plot scale over a growing season or perhaps a few years, but many of the issues related to food security operate at larger spatial and temporal scales. Over the last decade, agronomists have begun to establish trials at landscape scale, but there are a number of methodological challenges to be overcome at such scales. The second concerns the position of crop production (which is a primary focus of agronomic research) in the broader context of food security. Production is clearly important, but food distribution and exchange also determine food availability while access to food and food utilisation are other important components of food security. Therefore, while agronomic research alone cannot address all food security/climate change issues (and hence the balance of investment in research and development for crop production vis à vis other aspects of food security needs to be assessed), it will nevertheless continue to have an important role to play: it both improves understanding of the impacts of climate change on crop production and helps to develop adaptation options; and also – and crucially – it improves understanding of the consequences of different adaptation options on further climate forcing. This role can further be strengthened if agronomists work alongside other scientists to develop adaptation options that are not only effective in terms of crop production, but are also environmentally and economically robust, at landscape and regional scales. Furthermore, such integrated approaches to adaptation research are much more likely to address the information need of policy makers. The potential for stronger linkages between the results of agronomic research in the context of climate change and the policy environment will thus be enhanced.

Análise de instrumentos de avaliação da competência informacional voltados para a educação superior

Fundação de Amparo à Pesquisa do Estado de São Paulo (FAPESP)