L'activitat quotidiana d'un mestre de cases medieval. Bernat Gual, 1405-1453

[cat] En aquest article es repassa l'activitat del mestre de cases Bernat Gual, des que va signar un contracte d'aprenentatge amb el mestre d'aixa Domingo Ferrer, l'any 1405, fi ns que desapareix de la documentació municipal, l'any 1453. En aquests quaranta-vuit anys d'activitat, Gual es va fer càrrec de grans obres (com ara l'assut de Xerta-Tivenys), però també d'una gran quantitat de petits treballs, sempre al servei del Consell de la Ciutat. La seva tasca s'emmarca en el context arquitectònic de la Tortosa medieval, determinat per la catedral i el palau del bisbe, però també pel Pont de Barques, una important infraestructura de fusta que era conservada per artesans especialitzats.

Utilizando o monitoramento ambiental para o ensino da química: pedagogia de projeto

The article shows how the monitoring of the water quality can be utilized in an inter-disciplinary pedagogical project involving Analytical Chemistry, Biochemistry and Microbiology making the apprenticeship more dynamic and consolidating the link between the student and the community.

Eduardo Neves, nosso eterno mestre

Eduardo Fausto de Almeida Neves, Professor Emeritus of the Universidade Federal de São Carlos and formerly Full Professor at the Instituto de Química - Universidade de São Paulo (USP), São Paulo, Brazil, was born in November 7, 1933 in Pedra Azul, MG, and deceased in July 2, 2006 in São Carlos, SP. He graduated under supervision of Professor Paschoal Senise, pioneer of Analytical Chemistry at USP, and developed his post-doctoral work at Caltech, USA, with Professor Fred Anson. His brilliant career as teacher, scientist, supervisor and mentor resulted in a prolific science school in Analytical Chemistry, with some sixty PhDs and masters supervised by him, amplified to over four hundred in the 2nd to 4th generations (still growing), spread throughout the country and nucleating new research groups. The contents of a hundred papers reflect Prof. Eduardo's wide range of scientific interests. Passionate inclination for creative intellectual activity, rooted in profound knowledge of all branches of Chemistry, broadminded thinking, sound experimentation, generous scientific cooperation and true friendship - that's why friends, colleagues and students referred to him as "master" or "my guru".

Uma proposta para o ensino da Química Analítica Qualitativa

In recent years, because of the need for a more flexible curriculum established by the Curriculum Guidelines of the National Brazilian Education (law 9394/96), the pedagogical project of the Chemistry course of FFCLRP/USP has undergone alterations, amongst them the gradual reduction of the hours devoted to the discipline Qualitative Analytical Chemistry. In this context, this discipline has been carefully analyzed and reorganized in order to allow the elimination of redundancies and the introduction of activities considered important for the professional formation of both chemists and chemistry teachers. In this work, we will discuss the main strategies adopted in this reorganization with the objective of making the teaching/learning process more dynamic and efficient.

Analysis of Satellite Data for Forest Segmentation

In this work we study the classification of forest types using mathematics based image analysis on satellite data. We are interested in improving classification of forest segments when a combination of information from two or more different satellites is used. The experimental part is based on real satellite data originating from Canada. This thesis gives summary of the mathematics basics of the image analysis and supervised learning , methods that are used in the classification algorithm. Three data sets and four feature sets were investigated in this thesis. The considered feature sets were 1) histograms (quantiles) 2) variance 3) skewness and 4) kurtosis. Good overall performances were achieved when a combination of ASTERBAND and RADARSAT2 data sets was used.

Reconhecimento de padrões por métodos não supervisionados: explorando procedimentos quimiométricos para tratamento de dados analíticos

An activity for introducing hierarchical cluster analysis (HCA) and principal component analysis (PCA) during the Instrumental Analytical Chemistry course is presented. The posed problem involves the discrimination of mineral water samples according to their geographical origin. Thirty-seven samples of 9 different brands were considered and the results from the determination of Na, K, Mg, Ca, Sr and Ba were taken into account. Non-supervised methods for pattern recognition were explored to construct a dendrogram, score and loading plots. The devised activity can be adopted for introducing Chemometrics devoted to data handling, stressing its importance in the context of modern Analytical Chemistry.

O espaço da prática de ensino e do estágio curricular nos cursos de formação de professores de química das ies públicas paulistas

The literature presents a new understanding of the teaching practice and the supervised internship.Mutual interaction between them is expected one providing subsidies to the other.The present article shows the conceptions prevailing at the São Paulo state universities regarding these activities.Students,when interviewed, report difficulties in dealing with classroom situations. It is possible to observe that chemists wish to prepare new chemists deviating from the objectives of a Chemistry course leading to teaching credentials .

Sairaanhoitajaopiskelijoiden ohjattujen käytännön harjoittelujen aikana ilmenneet eettiset ongelmat

Ethical problems occurring during the practical training period of Finnish nursing students The present study focused on nursing students adopting the professional code of conduct during their supervised practical training. The study was carried out in two phases. During the first phase, the objective was to survey ethical problems occurring in practical training as well as how these problems are detected and resolved by nursing students and their supervisors at different stages of their studies. In the second phase, the capability of the nursing students about to graduate to detect and resolve ethical problems was described and analyzed. The students’ capacity for self-instruction, independent search for information as well as factors related to teaching of ethics were determined within this phase. Further, an extensive literature review was carried out to complement the study. Thus, the main objective of the thesis was to make suggestions for the development of the teaching of ethics and supervision in nursing studies and in practice. In the first part of the empirical phase (2002–2005), the views of the nursing students (n =18) were clarified with themed open essay questions. Furthermore, the views of the supervising nurses (n = 115) were established by utilizing a series of themed questions and group interviews. During the second phase (2006–2007), the data for the analyses were collected from nursing students in their graduating stage (n = 319) by a national Internet-based questionnaire. The results of the first phase were examined with contentanalysis and those of the second phase both statistically and by using content analysis. Ethical problems occurring during supervised practical training were typically connected to a patient or a client, a member of the nursing staff or to a student, while solutions were connected to preparation and the action to solve the problem in question. Ethical dilemmas were classified as legal, ethical comportment and uncertainty problems as well as personal and institutional ones. The solutions for these problems were further grouped as based on facts, instructor/staff/member/specialist or patient/client/relative. The results showed that although the nursing students about to graduate had detected many ethical problems both independently as well as together with the nursing staff during every practical training period, they were able to resolve only few of them. Ethical problems were most frequently encountered during training in psychiatric nursing. On the grounds of their own impressions, the nursing students stated that their ability to detect and solve ethical problems improved during their training period. The primary factors related to this enhancement of their skills were teaching and the students’ readiness for selfinstruction. Gender, orientation of the studies and age were observed to be the most important among the underlying factors influencing the capability to detect and solve ethical problems as well as to engage in self-instruction. Based on the results obtained, suggestions for development as well as topics for further studies are presented through teaching of professional ethics and supervision during practical training.

Machine Learning and Clinical Text. Supporting Health Information Flow

Fluent health information flow is critical for clinical decision-making. However, a considerable part of this information is free-form text and inabilities to utilize it create risks to patient safety and cost-­effective hospital administration. Methods for automated processing of clinical text are emerging. The aim in this doctoral dissertation is to study machine learning and clinical text in order to support health information flow.First, by analyzing the content of authentic patient records, the aim is to specify clinical needs in order to guide the development of machine learning applications.The contributions are a model of the ideal information flow,a model of the problems and challenges in reality, and a road map for the technology development. Second, by developing applications for practical cases,the aim is to concretize ways to support health information flow. Altogether five machine learning applications for three practical cases are described: The first two applications are binary classification and regression related to the practical case of topic labeling and relevance ranking.The third and fourth application are supervised and unsupervised multi-class classification for the practical case of topic segmentation and labeling.These four applications are tested with Finnish intensive care patient records.The fifth application is multi-label classification for the practical task of diagnosis coding. It is tested with English radiology reports.The performance of all these applications is promising. Third, the aim is to study how the quality of machine learning applications can be reliably evaluated.The associations between performance evaluation measures and methods are addressed,and a new hold-out method is introduced.This method contributes not only to processing time but also to the evaluation diversity and quality. The main conclusion is that developing machine learning applications for text requires interdisciplinary, international collaboration. Practical cases are very different, and hence the development must begin from genuine user needs and domain expertise. The technological expertise must cover linguistics,machine learning, and information systems. Finally, the methods must be evaluated both statistically and through authentic user-feedback.

Diretrizes para a formação de professores da educação básica em interface com a licenciatura em química: em contexto as possibilidades formativas

We developed and applied an educational instrument (ID) to discuss, in the discipline of Supervised Pre Service Teachers Practice 1, guidelines for teacher education to redefine teacher knowledge with a specific focus on chemistry teachers. The study used methodological fundamentals of Discursive Textual Analysis that involves identifying and isolating a set of materials subjected to analysis, categorizing these statements and producing texts, integrating these descriptions and interpretations, basing its construction on the category system built. Data were collected through participant observation and text readings used by the students in performing the activity. It was noted that the chemistry teachers trained were able to express opinions that indicated the Construction of Meanings Interface that was the category of analysis established a priori.

Verenpaineen mittaamisen opettaminen sairaanhoitaja- ja terveydenhoitajaopiskelijoille

Teaching the measurement of blood pressure for both nursing and public health nursing students The purpose of this two-phase study was to develop the teaching of blood pressure measurement within the nursing degree programmes of the Universities of Applied Sciences. The first survey phase described what and how blood pressure measurement was taught within nursing degree programmes. The second intervention phase (2004-2005) evaluated first academic year nursing and public health nursing students’ knowledge and skills results for blood pressure measurement. Additionally, the effect on the Taitoviikko experimental group students’ blood pressure measurement knowledge and skills level. A further objective was to construct models for an instrument (RRmittTest) to evaluate nursing students measurement of blood pressure (2003-2009). The research data for the survey phase were collected from teachers (total sampling, N=107, response rate 77%) using a specially developed RRmittopetus-questionnaire. Quasi-experimental study data on the RRmittTest-instrument was collected from students (purposive sampling, experimental group, n=29, control group, n=44). The RRmittTest consisted of a test of knowledge (Tietotesti) and simulation-based test (TaitoSimkäsi and Taitovideo) of skills. Measurements were made immediately after the teaching and in clinical practice. Statistical methods were used to analyse the results and responses to open-ended questions were organised and classified. Due to the small amount of materials involved and the results of distribution tests of the variables, non-parametric analytic methods were mainly used. Experimental group and control group similar knowledge and skills teaching was based on the results of the national survey phase (RRmittopetus) questionnaire results. Experimental group teaching includes the supervised Taitoviikko teaching method. During Taitoviikko students studied blood pressure measurement at the municipal hospital in a real nursing environment, guided by a teacher and a clinical nursing professional. In order to evaluate both learning and teaching the processes and components of blood pressure measurement were clearly defined as follows: the reliability of measurement instruments, activities preceding blood pressure measurement, technical execution of the measurement, recording, lifestyle guidance and measurement at home (self-monitoring). According to the survey study, blood pressure measurement is most often taught at Universities of Applied Sciences, separately, as knowledge (teaching of theory, 2 hours) and skills (classroom practice, 4 hours). The teaching was implemented largely in a classroom and was based mainly on a textbook. In the intervention phase the students had good knowledge of blood pressure measurement. However, their blood pressure measurement skills were deficient and the control group students, in particular, were highly deficient. Following in clinical practice the experimental group and control group students’ blood pressure measurement recording knowledge improve and experimental groups declined lifestyle guidance. Skills did not improve within any of the components analysed. The control groups` skills on the whole, declined statistically.There was a significant decline amongst the experimental group although only in one component measured. The results describe the learning results for first academic year students and no parallel conclusions should be drawn when considering any learning results for graduating students. The results support the use and further development of the Taitoviiko teaching method. The RRmittTest developed for the study should be assessed and the results seen from a negative perspective. This evaluation tool needs to be developed and retested.

Kaupunkialueella toimivan sähkönjakeluverkkoyhtiön siirtohinnoittelun kehittäminen

Sähkönjakeluverkkoyhtiöllä on sähkön siirtopalveluun alueellinen monopoli. Siirtohinnoittelun reunaehdot tulevat sähkömarkkinalaista ja hintojen kohtuullisuutta valvoo ja sääntelee Energiamarkkinavirasto. Tässä työssä selvitetään Turku Energia Sähköverkot Oy:lle kustannusvastaavat aiheuttamisperiaatteen mukaiset siirtohinnat. Samalla muodostetaan yleis-, yö- ja kausituotteiden perusmaksuihin asiakkaan liittymispisteen pääsulakkeen kokoon perustuva porrastus. Sulakeporrastuksen käyttöönotolla pystytään kehittämään siirtohinnoittelun kustannusvastaavuutta ja noudattamaan aiheuttamisperiaatteen mukaista hinnoittelupolitiikkaa entistä paremmin. Työssä tutkitaan siirtohinnoittelun kehitysnäkymiä myös pidemmällä tähtäimellä. Älykkäiden sähköverkkojen kehittyminen ja erityisesti etäluettavien mittareiden käyttöönotto tulevat luomaan kehitysmahdollisuuksia siirtohinnoitteluun tulevaisuudessa. Laitteista saatavia tarkkoja sähkönkulutus- ja tehotietoja voidaan käyttää kustannusvastaavuuslaskennan taustalla. Jotta verkon käyttö olisi sen mitoitukseen nähden mahdollisimman tehokasta, tulisi kuorman jakautua mahdollisimman tasaisesti ajan suhteen. Verkossa esiintyviä kulutushuippuja pystytään tulevaisuudessa mahdollisesti tasoittamaan esimerkiksi kuorman ohjauksen avulla, jonka tehokeinona voidaan käyttää siirtohinnoittelua. Siirtohinnoilla voidaan mahdollisesti vaikuttaa myös esimerkiksi kulutuksen ja tuotannon ajoittamiseen sekä kannusta asiakkaita loistehon kompensointiin. Siirtotuotteiden täytyy myös kehittyä asiakkaiden tarpeiden kehittymisen rinnalla ja esimerkiksi sähkön laadun tuotteistaminen voi olla eräs keino vastaamaan tiukentuneisiin vaatimuksiin.

Eye Fundus Image Analysis for Automatic Detection of Diabetic Retinopathy

Diabetes is a rapidly increasing worldwide problem which is characterised by defective metabolism of glucose that causes long-term dysfunction and failure of various organs. The most common complication of diabetes is diabetic retinopathy (DR), which is one of the primary causes of blindness and visual impairment in adults. The rapid increase of diabetes pushes the limits of the current DR screening capabilities for which the digital imaging of the eye fundus (retinal imaging), and automatic or semi-automatic image analysis algorithms provide a potential solution. In this work, the use of colour in the detection of diabetic retinopathy is statistically studied using a supervised algorithm based on one-class classification and Gaussian mixture model estimation. The presented algorithm distinguishes a certain diabetic lesion type from all other possible objects in eye fundus images by only estimating the probability density function of that certain lesion type. For the training and ground truth estimation, the algorithm combines manual annotations of several experts for which the best practices were experimentally selected. By assessing the algorithm’s performance while conducting experiments with the colour space selection, both illuminance and colour correction, and background class information, the use of colour in the detection of diabetic retinopathy was quantitatively evaluated. Another contribution of this work is the benchmarking framework for eye fundus image analysis algorithms needed for the development of the automatic DR detection algorithms. The benchmarking framework provides guidelines on how to construct a benchmarking database that comprises true patient images, ground truth, and an evaluation protocol. The evaluation is based on the standard receiver operating characteristics analysis and it follows the medical practice in the decision making providing protocols for image- and pixel-based evaluations. During the work, two public medical image databases with ground truth were published: DIARETDB0 and DIARETDB1. The framework, DR databases and the final algorithm, are made public in the web to set the baseline results for automatic detection of diabetic retinopathy. Although deviating from the general context of the thesis, a simple and effective optic disc localisation method is presented. The optic disc localisation is discussed, since normal eye fundus structures are fundamental in the characterisation of DR.

Hallinnollinen sanktiointi

Tausta Suomessa lainsäätäjä reagoi helposti yhteiskunnalliseen häiriötekijään rikosoikeuden keinoin. Tästä on osoituksena se, että syksyllä 2010 varsinaisen rikoslain lisäksi rikoksesta oli säädetty 256 eri laissa. Suomalainen, lähtökohdiltaan maltillinen kontrolli- ja kriminaalipolitiikka on 1970-luvulla linjatun vastaisesti johtanut 2000-luvulle tultaessa rikosoikeudellisen kontrollin lisääntymiseen ja jopa kiristymiseen. Raja rikosten ja rikkomusten välillä on liudentunut ja paikoitellen kadonnut ja erityisesti turvallisuudesta on kehittynyt – käsitteeseen liittyvistä oikeudellisista jännitteistä huolimatta – keskeinen rikosoikeudellisen sääntelyn oikeutusperuste. Rikosoikeuden käyttäminen vähäisten rikosten kontrollointiin on aiheuttanut Suomeen viivästymisen ongelman. Yleisessä tiedossa on se, että Euroopan ihmisoikeustuomioistuin on antanut 2000-luvulla Suomelle kymmeniä tuomioita siksi, että rikosjuttuja on käsitelty viranomaisissa ja tuomioistuimissa liian kauan. Vähemmän on sen sijaan keskusteltu siitä, että myös vähäiset rikokset viivästyvät rikosoikeuden alan laajetessa ja viranomaisten voimavarojen ehtyessä. Suomessa ongelmaa on pyritty hoitamaan rikosoikeudellista toimivaltaa hallintoviranomaisille delegoimalla tilanteen ollessa nyt se, että uuden sakkomenettelylain voimaan tullessa noin 90 % rikosoikeudellisesta kompetenssista on poliisilla ja muilla hallintoviranomaisilla. Se taasen on ongelmallista perustuslain 3 §:ssä säädetyn vallanjakoperiaatteen kannalta. Välttämätöntä on korostaa myös sitä, että pääosin rikosoikeudelliseen kontrolliin perustuva systeemi aiheuttaa rikosoikeuden inflaatiota: rikosoikeuden arvostuksen vähenemisestä aiheutuvia ei-mittavissa olevia kuluja. Rikosoikeuden laajenemista vastaan esitetään kuitenkin harvoin kritiikkiä. Rikosoikeustieteen piirissäkään sille ei ole esitetty vakavasti otettavaa vaihtoehtoa. Esimerkiksi hallinnollisia sanktioita ei ole Suomessa – ei tosin muissa Pohjoismaissakaan – koettu rikosoikeuden vaihtoehtona, vaan usein rikosoikeutta täydentävänä järjestelmänä. Hallinnollisten sanktioiden käyttäminen rikosoikeuden ohessa ei ole ollut yksiselitteistä ja jäsenneltyä, yleisiin oppeihin perustuvaa. Kontrollin erityisille alueille, esimerkiksi sotilaskontrolliin, on lisäksi kehittynyt rikos- ja hallinto-oikeuden sekajärjestelmiä. Tutkimuskysymykset Käsillä olevassa artikkelimuotoisessa väitöskirjatutkimuksessa pyritään hahmottelemaan rikos- ja hallinto-oikeudellisten rangaistusjärjestelmien välisiä eroavaisuuksia Suomessa. Tutkimuksen keskeisin tehtävä on sen pohtiminen, millä tavalla 2010-luvulle tultaessa olisi tutkimuksen empiiriset ja teoreettiset lähtökohdat huomioon ottaen järkevää ja tarkoituksenmukaista rangaista. Tällä perusteella kehitetään yksikertaista hallintosanktiointiteoreettista mallia, että sitä hyväksikäyttäen lainvalmisteluprosessin sanktiointitilanteessa, sanktiosta päätettäessä, olisi mahdollista asettaa oikeusturvan vähimmäistakeet täyttävällä tavalla oikeus- ja muilta vaikutuksiltaan rationaalinen seuraamus sekä säätää sen määräämiseksi yhteiskunnallisilta vaikutuksiltaan tehokas ja riittävän oikeusturvallinen menettely. Tutkimustehtävä on tiivistetysti 1) hallinnollisten sanktioiden ja rikosoikeudellisten rangaistusten ja niiden alan määrittäminen, 2) hallinnollisten sanktioiden sääntelymallien valintaperusteluiden selvittäminen, 3) hallintosanktioteoreettisen mallin kehittäminen lainvalmisteluprosessia varten sekä 4) de lege ferenda -suositusten tekeminen rangaistavuuden hyväksyttävyyden ja joutuisuuden parantamiseksi. Menetelmä ja aineistot Tutkimus kytkeytyy teoreettisen rikosoikeustieteen, hallinto-oikeustieteen ja prosessioikeustieteen alalle ja se on luonteeltaan ongelmakeskeinen. Tieteenalojen väliset painotukset ja niiden vaikutus vaihtelevat tutkimuksessa. Vaikka tutkimus on monella tavalla luonteeltaan teoreettinen, siinä rakennetaan nimenomaan lainsäädäntötyötä ja lainvalmistelua tukevaa tutkimusta ja teoriaa. Tältä osin näkökulma liittyy kriminalisointiteoreettisessa tutkimuksessa hahmotettuun lainsäätäjän oikeuslähdeoppia koskevaan uuteen näkökulmaan, jolla on yhteyksiä lainsäädäntötutkimukseen ja oikeusteoriassa hahmotettuun legisprudence-tutkimusuuntaukseen, näkökulman suuntautuessa lainsäädäntötasolle. Tutkimuksen lähteistä suurin osa on oikeustieteellistä kirjallisuutta, jonka pääosa muotoutuu suomalaisesta oikeustieteellisestä kirjallisuudesta. Myös pohjoismaalaista, saksalaista ja hieman myös anglosaksista kirjallisuutta on käytetty. Kansainvälisten kirjallisuuslähteiden merkitys ei ole ollut merkittävä, koska kattava eurooppalainen näkemys aihepiiristä on pyritty saamaan Euroopan ihmisoikeustuomioistuimen ratkaisukäytäntöä hyödyntäen. Tutkimuksen lähteinä on käytetty laajasti myös kansallista lainvalmisteluaineistoa, erityisesti hallituksen esityksiä ja perustuslakivaliokunnan lausuntokäytäntöä. Johtopäätökset Kriminaali- ja/tai kontrollipolitiikassa on juuri nyt tärkeää pohtia, millä tavalla 2010-luvulle tultaessa on järkevää ja tarkoituksenmukaista rangaista. Tähän voisi olla mahdollista vastata tutkimuksessa kehitettävällä hallintosanktiointiteoreettisella mallilla. Mallin kehittäminen on edellyttänyt yhteiskunnallisten sanktiokäytäntöjen oikeusvaltioopillista tarkastelua, jolloin sanktioiden yhteiskunnalliseen merkitykseen pureutuminen kuvailee myös sitä, millainen modernin oikeusvaltion tila tällä hetkellä on. Perinteisten oikeusvaltioiden paradigmojen käyttäminen ei välttämättä edistä relevantin oikeusvaltiollisen sanktiointiteoreettisen mallin kehittämistä. Voi olla niinkin, että klassinen oikeusvaltio-oppi ja oletetunlaiset rikosoikeuden erityiset elementit eivät enää vastaa yhteiskuntatodellisuutta. Näin rankaisemisen yleiset opit voivat nousta kehittämisen kohteeksi oikeusvaltiollisuuden elementtien toteuttamiseksi valtavasta kasvaneessa hallintoyhteiskunnassa – hallinto-johtoisessa yhteiskunnallisessa todellisuudessa. Suomen rikoslaki sisältää laajassa merkityksessä sadoittain erilaatuisia kriminalisointeja, joiden merkitys on usein hallinnon toimintaa subventoiva, symbolinen tai jonkin toisen kriminalisoinnin vaikutusta tehostamaan pyrkivä. Tällainen rikoslaki on tehtävänsä, vaikuttavuutensa ja hyväksyttävyytensä kannalta ongelmallinen. Suomalainen hallinnollisten sanktioiden järjestelmä ei sekään ole järkevä ja tarkoituksenmukainen, yleisiin oppeihin perustuva systeemi. Myös yleiseurooppalainen kehitys näyttäisi viittaavan siihen, että Suomessa on tarve kehittää sekä rikosoikeutta että sille vaihtoehtoista hallintosanktioiden järjestelmää, sanktio-oikeutta. Tämä edellyttää lainsäädäntöuudistuksia.

Landscape structure in the northern coast of Paraná state, a hotspot for the brazilian Atlantic Forest conservation

The "Serra do Mar" region comprises the largest remnant of the Brazilian Atlantic Forest. The coast of the Paraná State is part of the core area of the "Serra do Mar" corridor and where actions for biodiversity conservation must be planned. In this study we aimed at characterizing the landscape structure in the APA-Guaraqueçaba, the largest protected area in this region, in order to assist environmental policies of this region. Based on a supervised classification of a mosaic of LANDSAT-5-TM satellite images (from March 2009), we developed a map (1:75,000 scale) with seven classes of land use and land cover and analyzed the relative quantities of forests and modified areas in slopes and lowlands. The APA-Guaraqueçaba is comprised mainly by the Dense Ombrophilous Forest (68.6% of total area) and secondary forests (9.1%), indicating a forested landscape matrix; anthropogenic and bare soil areas (0.8%) and the Pasture/Grasslands class (4.2%) were less representative. Slopes were less fragmented and more preserved (96.3% of Dense Ombrophilous Forest and secondary forest) than lowlands (71.3%), suggesting that restoration initiatives in the lowlands must be stimulated in this region. We concluded that most of the region sustains well-conserved ecosystems, highlighting the importance of Paraná northern coast for the biodiversity maintenance of the Atlantic Forest.