Realtime telemedicine for paediatric otolaryngology pre-admission screening

We conducted a feasibility study to examine whether a paediatric patient at a regional hospital could be assessed by an ear, nose and throat (ENT) specialist via videoconference, therefore saving at least one journey to the tertiary hospital for a pre-admission appointment. A video-otoscope was used with standard videoconference equipment, and realtime images were transmitted at a bandwidth of 384 kbit/s. In all, 13 telepaediatric ENT clinics were conducted between November 2003 and April 2005, and 98 consultations were facilitated for 64 patients. The main reasons for referral were recurrent tonsillitis (25%) and obstructive sleep apnoea (23%). Of the 64 patients examined by telemedicine, 42 (66%) were recommended for surgery and placed on the surgical waiting list. About 12 patients (19%) required travel to the tertiary centre for further investigations and tests not available locally, while four patients (6%) were reviewed via videoconference during a scheduled clinic. Six patients (9%) required no further follow-up after their initial telepaedliatric consultation. Videoconferencing is an effective method of assessing ENT conditions of paediatric patients and for pre-screening potential surgical admissions to a tertiary hospital. Careful consideration of a number of economic and logistical factors needs to be made before large investments are made to expand the service.

Canonical solution groups of a homomorphism : manipulator kinematics, nonparametric regression and distributed object systems

The kinematic mapping of a rigid open-link manipulator is a homomorphism between Lie groups. The homomorphisrn has solution groups that act on an inverse kinematic solution element. A canonical representation of solution group operators that act on a solution element of three and seven degree-of-freedom (do!) dextrous manipulators is determined by geometric analysis. Seven canonical solution groups are determined for the seven do! Robotics Research K-1207 and Hollerbach arms. The solution element of a dextrous manipulator is a collection of trivial fibre bundles with solution fibres homotopic to the Torus. If fibre solutions are parameterised by a scalar, a direct inverse funct.ion that maps the scalar and Cartesian base space coordinates to solution element fibre coordinates may be defined. A direct inverse pararneterisation of a solution element may be approximated by a local linear map generated by an inverse augmented Jacobian correction of a linear interpolation. The action of canonical solution group operators on a local linear approximation of the solution element of inverse kinematics of dextrous manipulators generates cyclical solutions. The solution representation is proposed as a model of inverse kinematic transformations in primate nervous systems. Simultaneous calibration of a composition of stereo-camera and manipulator kinematic models is under-determined by equi-output parameter groups in the composition of stereo-camera and Denavit Hartenberg (DH) rnodels. An error measure for simultaneous calibration of a composition of models is derived and parameter subsets with no equi-output groups are determined by numerical experiments to simultaneously calibrate the composition of homogeneous or pan-tilt stereo-camera with DH models. For acceleration of exact Newton second-order re-calibration of DH parameters after a sequential calibration of stereo-camera and DH parameters, an optimal numerical evaluation of DH matrix first order and second order error derivatives with respect to a re-calibration error function is derived, implemented and tested. A distributed object environment for point and click image-based tele-command of manipulators and stereo-cameras is specified and implemented that supports rapid prototyping of numerical experiments in distributed system control. The environment is validated by a hierarchical k-fold cross validated calibration to Cartesian space of a radial basis function regression correction of an affine stereo model. Basic design and performance requirements are defined for scalable virtual micro-kernels that broker inter-Java-virtual-machine remote method invocations between components of secure manageable fault-tolerant open distributed agile Total Quality Managed ISO 9000+ conformant Just in Time manufacturing systems.

Call admission control algorithms in OFDM-based wireless multiservice networks

Orthogonal frequency division multiplexing (OFDM) is becoming a fundamental technology in future generation wireless communications. Call admission control is an effective mechanism to guarantee resilient, efficient, and quality-of-service (QoS) services in wireless mobile networks. In this paper, we present several call admission control algorithms for OFDM-based wireless multiservice networks. Call connection requests are differentiated into narrow-band calls and wide-band calls. For either class of calls, the traffic process is characterized as batch arrival since each call may request multiple subcarriers to satisfy its QoS requirement. The batch size is a random variable following a probability mass function (PMF) with realistically maximum value. In addition, the service times for wide-band and narrow-band calls are different. Following this, we perform a tele-traffic queueing analysis for OFDM-based wireless multiservice networks. The formulae for the significant performance metrics call blocking probability and bandwidth utilization are developed. Numerical investigations are presented to demonstrate the interaction between key parameters and performance metrics. The performance tradeoff among different call admission control algorithms is discussed. Moreover, the analytical model has been validated by simulation. The methodology as well as the result provides an efficient tool for planning next-generation OFDM-based broadband wireless access systems.

Mitigating inconsistencies by coupling data cleaning, filtering, and contextual data validation in wireless sensor networks

With the advent of peer to peer networks, and more importantly sensor networks, the desire to extract useful information from continuous and unbounded streams of data has become more prominent. For example, in tele-health applications, sensor based data streaming systems are used to continuously and accurately monitor Alzheimer's patients and their surrounding environment. Typically, the requirements of such applications necessitate the cleaning and filtering of continuous, corrupted and incomplete data streams gathered wirelessly in dynamically varying conditions. Yet, existing data stream cleaning and filtering schemes are incapable of capturing the dynamics of the environment while simultaneously suppressing the losses and corruption introduced by uncertain environmental, hardware, and network conditions. Consequently, existing data cleaning and filtering paradigms are being challenged. This dissertation develops novel schemes for cleaning data streams received from a wireless sensor network operating under non-linear and dynamically varying conditions. The study establishes a paradigm for validating spatio-temporal associations among data sources to enhance data cleaning. To simplify the complexity of the validation process, the developed solution maps the requirements of the application on a geometrical space and identifies the potential sensor nodes of interest. Additionally, this dissertation models a wireless sensor network data reduction system by ascertaining that segregating data adaptation and prediction processes will augment the data reduction rates. The schemes presented in this study are evaluated using simulation and information theory concepts. The results demonstrate that dynamic conditions of the environment are better managed when validation is used for data cleaning. They also show that when a fast convergent adaptation process is deployed, data reduction rates are significantly improved. Targeted applications of the developed methodology include machine health monitoring, tele-health, environment and habitat monitoring, intermodal transportation and homeland security.

Context -aware data caching for mobile computing environments

The deployment of wireless communications coupled with the popularity of portable devices has led to significant research in the area of mobile data caching. Prior research has focused on the development of solutions that allow applications to run in wireless environments using proxy based techniques. Most of these approaches are semantic based and do not provide adequate support for representing the context of a user (i.e., the interpreted human intention.). Although the context may be treated implicitly it is still crucial to data management. In order to address this challenge this dissertation focuses on two characteristics: how to predict (i) the future location of the user and (ii) locations of the fetched data where the queried data item has valid answers. Using this approach, more complete information about the dynamics of an application environment is maintained. ^ The contribution of this dissertation is a novel data caching mechanism for pervasive computing environments that can adapt dynamically to a mobile user's context. In this dissertation, we design and develop a conceptual model and context aware protocols for wireless data caching management. Our replacement policy uses the validity of the data fetched from the server and the neighboring locations to decide which of the cache entries is less likely to be needed in the future, and therefore a good candidate for eviction when cache space is needed. The context aware driven prefetching algorithm exploits the query context to effectively guide the prefetching process. The query context is defined using a mobile user's movement pattern and requested information context. Numerical results and simulations show that the proposed prefetching and replacement policies significantly outperform conventional ones. ^ Anticipated applications of these solutions include biomedical engineering, tele-health, medical information systems and business. ^

Quality of experience evaluation of voice communication: an affect-based approach

Voice communication systems such as Voice-over IP (VoIP), Public Switched Telephone Networks, and Mobile Telephone Networks, are an integral means of human tele-interaction. These systems pose distinctive challenges due to their unique characteristics such as low volume, burstiness and stringent delay/loss requirements across heterogeneous underlying network technologies. Effective quality evaluation methodologies are important for system development and refinement, particularly by adopting user feedback based measurement. Presently, most of the evaluation models are system-centric (Quality of Service or QoS-based), which questioned us to explore a user-centric (Quality of Experience or QoE-based) approach as a step towards the human-centric paradigm of system design. We research an affect-based QoE evaluation framework which attempts to capture users' perception while they are engaged in voice communication. Our modular approach consists of feature extraction from multiple information sources including various affective cues and different classification procedures such as Support Vector Machines (SVM) and k-Nearest Neighbor (kNN). The experimental study is illustrated in depth with detailed analysis of results. The evidences collected provide the potential feasibility of our approach for QoE evaluation and suggest the consideration of human affective attributes in modeling user experience.

Mitigating Inconsistencies by Coupling Data Cleaning, Filtering, and Contextual Data Validation in Wireless Sensor Networks

With the advent of peer to peer networks, and more importantly sensor networks, the desire to extract useful information from continuous and unbounded streams of data has become more prominent. For example, in tele-health applications, sensor based data streaming systems are used to continuously and accurately monitor Alzheimer's patients and their surrounding environment. Typically, the requirements of such applications necessitate the cleaning and filtering of continuous, corrupted and incomplete data streams gathered wirelessly in dynamically varying conditions. Yet, existing data stream cleaning and filtering schemes are incapable of capturing the dynamics of the environment while simultaneously suppressing the losses and corruption introduced by uncertain environmental, hardware, and network conditions. Consequently, existing data cleaning and filtering paradigms are being challenged. This dissertation develops novel schemes for cleaning data streams received from a wireless sensor network operating under non-linear and dynamically varying conditions. The study establishes a paradigm for validating spatio-temporal associations among data sources to enhance data cleaning. To simplify the complexity of the validation process, the developed solution maps the requirements of the application on a geometrical space and identifies the potential sensor nodes of interest. Additionally, this dissertation models a wireless sensor network data reduction system by ascertaining that segregating data adaptation and prediction processes will augment the data reduction rates. The schemes presented in this study are evaluated using simulation and information theory concepts. The results demonstrate that dynamic conditions of the environment are better managed when validation is used for data cleaning. They also show that when a fast convergent adaptation process is deployed, data reduction rates are significantly improved. Targeted applications of the developed methodology include machine health monitoring, tele-health, environment and habitat monitoring, intermodal transportation and homeland security.

Um sistema inteligente de teleoftalmologia para o auxílio no diagnóstico de catarata

The increasing in world population, with higher proportion of elderly, leads to an increase in the number of individuals with vision loss and cataracts are one of the leading causes of blindness worldwide. Cataract is an eye disease that is the partial or total opacity of the crystalline lens (natural lens of the eye) or its capsule. It can be triggered by several factors such as trauma, age, diabetes mellitus, and medications, among others. It is known that the attendance by ophthalmologists in rural and poor areas in Brazil is less than needed and many patients with treatable diseases such as cataracts are undiagnosed and therefore untreated. In this context, this project presents the development of OPTICA, a system of teleophthalmology using smartphones for ophthalmic emergencies detection, providing a diagnostic aid for cataract using specialists systems and image processing techniques. The images are captured by a cellphone camera and along with a questionnaire filled with patient information are transmitted securely via the platform Mobile SANA to a online server that has an intelligent system available to assist in the diagnosis of cataract and provides ophthalmologists who analyze the information and write back the patient’s report. Thus, the OPTICA provides eye care to the poorest and least favored population, improving the screening of critically ill patients and increasing access to diagnosis and treatment.

Telessaúde como ferramenta de apoio à atenção primária à saúde: um olhar sobre as teleconsultorias em cardiologia

In order to qualify Primary Health Care in Brazil, the Ministry of Health implemented the Brazilian Telehealth Program to provide health support (telecare) and permanent health education (tele-education). In this respect, one of the primary services offered is teleconsultation. As part of the national expansion of the program, a local Telehealth Center, called Telehealth/RN, was created in Rio Grande do Norte state. The aim of this study was to describe the implementation of cardiological teleconsultations at Telehealth/RN, and analyze the characteristics of the teleconsultations in cardiology requested. Formative Second Opinions in cardiology, available at the web site of the Brazilian Telehealth Program, were also examined. This is a quantitative study with a descriptive, observational design. A total of 56 Formative Second Opinions in cardiology were identified, a majority related to hypertension (29%), focused on treatment support (30%), and requested by doctors (59%). At Telehealth/RN, 47 teleconsultations in cardiology were carried out, a majority also related to hypertension (50%), requested by community health workers (45%) and focused directly on treatment (52%). Cardiological teleconsultation, implemented at the Telehealth/RN in April 2014, is a practical and efficient strategy capable of ensuring health services and reaching those who live in remote areas. Knowing the demand for teleconsultations is extremely important, given that they provide the information needed to correct existing inadequacies related to care, management and/or education, as well as providing the basis for public policies that meet the demands of teleconsultation.

Sustainability and Community Networks

Community networks are IP-based computer networks that are operated by a community as a common good. In Europe, the most well-known community networks are Guifi in Catalonia, Freifunk in Berlin, Ninux in Italy, Funkfeuer in Vienna and the Athens Wireless Metropolitan Network in Greece. This paper deals with community networks as alternative forms of Internet access and alternative infrastructures and asks: What does sustainability and unsustainability mean in the context of community networks? What advantages do such networks have over conventional forms of Internet access and infrastructure provided by large telecommunications corporations? In addition what disadvantages do they face at the same time? This article provides a framework for thinking dialectically about the un/sustainability of community networks. It provides a framework of practical questions that can be asked when assessing power structures in the context of Internet infrastructures and access. It presents an overview of environmental, economic, political and cultural contradictions that community networks may face as well as a typology of questions that can be asked in order to identify such contradictions.

Utilizing ICT to prevent loneliness and social isolation of the elderly. A literature review

Ageing of the population is a worldwide phenomenon. Numerous ICT-based solutions have been developed for elderly care but mainly connected to the physiological and nursing aspects in services for the elderly. Social work is a profession that should pay attention to the comprehensive wellbeing and social needs of the elderly. Many people experience loneliness and depression in their old age, either as a result of living alone or due to a lack of close family ties and reduced connections with their culture of origin, which results in an inability to participate actively in community activities (Singh & Misra, 2009). Participation in society would enhance the quality of life. With the development of information technology, the use of technology in social work practice has risen dramatically. The aim of this literature review is to map out the state of the art of knowledge about the usage of ICT in elderly care and to figure out research-based knowledge about the usability of ICT for the prevention of loneliness and social isolation of elderly people. The data for the current research comes from the core collection of the Web of Science and the data searching was performed using Boolean? The searching resulted in 216 published English articles. After going through the topics and abstracts, 34 articles were selected for the data analysis that is based on a multi approach framework. The analysis of the research approach is categorized according to some aspects of using ICT by older adults from the adoption of ICT to the impact of usage, and the social services for them. This literature review focused on the function of communication by excluding the applications that mainly relate to physical nursing. The results show that the so-called ‘digital divide’ still exists, but the older adults have the willingness to learn and utilise ICT in daily life, especially for communication. The data shows that the usage of ICT can prevent the loneliness and social isolation of older adults, and they are eager for technical support in using ICT. The results of data analysis on theoretical frames and concepts show that this research field applies different theoretical frames from various scientific fields, while a social work approach is lacking. However, a synergic frame of applied theories will be suggested from the perspective of social work.

Se on tuomionpäivä edessä. Akseligrammien edellä ja edessä käyttö ja metaforisuus

Tarkastelen pro gradu -tutkielmassani akseligrammien edellä ja edessä käyttöä ja metaforisuutta. Perusmerkityksessään edellä ja edessä ilmaisevat spatiaalisia eli tilaa koskevia suhteita (Matti on viisi metriä Teppoa edellä), mutta niitä voidaan käyttää myös temporaalisten (Kevään edellä oli pitkä talvi) ja muiden abstraktien (Suomi on kehityksessä Bangladeshista edellä) suhteiden kuvaamiseen. Abstraktien suhteiden kuvauksessa ete-grammien käyttö on kuitenkin aina metaforista. Tutkimukseni päätehtävä on kuvailla monipuolisesti edellä- ja edessä-grammien käyttöä sekä vertailla grammeja sisältävien metaforisten ja spatiaalisten ilmausten semantiikkaa ja rakennetta. Pro gradu -tutkielmani on jatkoa kandidaatintutkielmalleni (Teeri 2013), jossa selvitin edellä- ja edessä-grammien semantiikkaa spatiaalisia suhteita kuvaavissa ilmauksissa, joten aikaisemman tutkimukseni laajentaminen grammien edessä ja edellä käyttöön myös ei-spatiaalisessa merkitysympäristössä seuraa luonnollista jatkumoa. Tutkimusaineistokseni olen valinnut joukon lifestyle-blogeja, sillä uskon blogitekstin edustavan kirjoitetun arkikielen todellista käyttöä. Tutkimukseni on kvalitatiivinen ja pyrkii vastaamaan muun muassa siihen, miten edellä- ja edessä-muodot varioivat semanttisesti, millaisia metaforisia ilmauksia kielenkäyttäjät niistä muodostavat ja millaiset spatiaaliset kokemukset motivoivat niiden käyttöä metaforisissa ilmauksissa. Tutkimukseni pohjaa kognitiiviseen kielitieteeseen, jonka mukaan kieli on joukko konventionaalistuneita rakenneskeemoja, joilla kielenkäyttäjät kuvaavat maailmaa. Grammirakenteista muodostettujen spatiaalisten metaforien analyysissä apunani on kognitiivinen metaforateoria, jonka mukaan koko käsitejärjestelmämme on perusluonteeltaan metaforinen. Etenkin ajan spatiaaliset metaforat ovat herättäneet viime aikoina suurta kiinnostusta kielitieteilijöiden parissa, ja oma tutkimuksenikin painottuu suuresti juuri ajan metaforiin ja temporaalisten suhteiden kielentämiseen perusmerkitykseltään spatiaalisilla ete-grammeilla. Tutkimuksessani nousee esiin muun muassa se, että aineistossani edellä-grammi esiintyy metaforisessa ilmauksessa edessä-grammia useammin: edessä-grammi kuvaa abstraktia suhdetta noin 25 %:ssa koko aineiston ilmauksista, kun taas edellä-grammilla vastaava luku on hieman alle 50 %. Ajan spatiaalisista metaforista aineistossani käytetään useimmin LIIKKUVAN EGON metaforaa (20 %). Sen sijaan JONOMETAFORAA käytetään melko vähän (3 %). Tutkimus osoittaa sen, että käsitystämme ajasta tilana ohjaavat tarkat säännöt, joita kaikki tutkimani edellä- ja edessä-grammeja sisältävät ajan spatiaaliset metaforat noudattavat. Kaikki tutkimuksessani analysoidut metaforiset ilmaukset eivät kuitenkaan ole ajan spatiaalisia metaforia, vaan edellä-grammilla voidaan lisäksi jäsentää tekstiä sekä kuvata priorisoinnin kohdetta ja kehityksellistä tai saavutuksellista paremmuutta. Edessä-grammi ilmaisee temporaalisten ja spatiaalisten suhteiden ohella metaforista esteellisyyttä sekä auktoriteetin tai muun ihmiskasvoiseksi koetun abstraktin asian edessä olemista. Tutkimukseni avaa ovia akseligrammien tutkimuksen maailmaan ja mahdollistaa siirtymisen ete-grammien suuntasijamuotojen käytön ja metaforisuuden tutkimiseen. Mielenkiintoista olisi myös perehtyä vertikaalisiin akseligrammeihin ja niiden käyttöön ajanilmauksissa.

Big Bath and Impairment of Goodwill : A study of the European telecommunications industry

Income decreasing strategies conducted by management could be harmful for various stakeholders. One example is big bath accounting, which could be accomplished in numer- ous ways. This study focus on big baths achieved by recognising impairments of goodwill. Purpose - The purpose of this study is to examine patterns of association between big bath accounting and impairment of goodwill within the telecommunication service industry in Europe. Further, this study aim at contributing to the discussion regarding utilisation of big baths through impairments of goodwill, and takes the perspective of an external stakehold- er. Delimitations - The study is restricted to European telecommunication entities comprised in STOXX Europe 600 Index. Method - This study was conducted using a hybrid of qualitative and quantitative research strategy with a deductive approach. The five indicators used to identify various big bath behaviours were inspired and derived from theory and previous research. Data from 2009 to 2015 was collected from the companies’ annual reports and websites, and analysed by the help of codification of each fulfilled indicator where 2009 merely served as a compara- tive year for 2010. By the use of a scoreboard the collected data was summarised on an ag- gregated yearly basis as the industry, not the specific companies, were analysed. Empirical findings - The results of this study suggests that big baths are executed among tele- communication companies within Europe. These are conducted simultaneously as impair- ments of goodwill are present, facilitated by earning management. A possible explanation is considered to be the room for interpretation inherent in IAS 36, enabling goodwill impair- ments to be recognised on managers’ command. Thereby an impairment could be “saved” for better or worse circumstances, or recognised when there exist an opportunity to max- imise (the manager's) wealth in the future. This study reveal the co-occurrence of goodwill impairments and big bath-indications, however a review of causal relationships are not en- abled by the limitations of the chosen method. 

Lukion pitkä matematiikka ja wxMaxima

Tässä tutkielmassa tutkitaan lukion pitkän matematiikan pakollisia kursseja ja on keskitytty juuri sellaisiin matematiikan alueisiin, joita voi ratkaista wxMaximan avulla. Tutkielmassa ei ollenkaan opeteta wxMaximan käyttöä, mutta ohessa on kirjoittajan tekemä kandin työ, wxMaximan pikaopas, jossa neuvotaan wxMaximan käyttöä. Tutkielmasta on kuitenkin jätetty pois geometrian, trigonometrian ja vektorien osuudet, koska kolmioita ja vektoreita on hankala piirtää wxMaximan avulla. Näin ollen myös trigonometriset laskut on jätetty pois raja-arvon, derivaatan ja integraalin yhteydestä. Tutkielmasta on jätetty pois myös lukujonot, lukuteoria ja todistaminen. Sen sijaan tutkielmaan on otettu pitkän matematiikan syventävistä kursseista puolisuunnikassääntö, Newtonin menetelmä ja laajennettu raja-arvon sekä integraalin osa-alueita. Ekstra asiaa kohdissa käsitellään asioita, jotka ovat kokonaan lukion pitkän matematiikan kurssien opetuksen ulkopuolella. Tutkielman toisessa luvussa kerrotaan, mitä lukion opetussuunnitelman perusteet eli OPSin (2015) kurssien sisältöjä, tutkielman luvat vastaavat. Kurssien OPS (2015) tavoitteissa kerrotaan vain se osuus OPSin kurssien sisällöistä, joita tässä tutkielmassa käsitellään. Mukaan on laadittu myös tuntisuunnitelma, kuinka monta tuntia mihinkin lukuun voisi käyttää aikaa, jos tutkielmaa käytettäisiin pitkän matematiikan kertauskurssina lukiossa. Tutkielman lopussa on kaikkiin tehtäviin vastaukset. Ensin löytyy pelkät loppuvastaukset ja sitten on täydelliset vastaukset, jotka on tehty wxMaximalla. Varmaan moniin laskuihin löytyisi toinenkin tapa ratkaista ne. Tällaisen tutkielman tekeminen on ajan kohtainen, sillä vuonna 2019 matematiikan yo-kirjoitukset muuttuvat sähköiseen muotoon. wxMaxima on valittu juuri yhdeksi ohjelmaksi, jota voi käyttää sähköisissä kirjoituksissa.

Oppilaitosten ja perheyritysten välinen yhteistyö Etelä-Karjalassa

Tutkimuksen tavoitteena on tutkia perheyritysten ja oppilaitosten välistä yhteistyötä etsimällä tietoa siitä, kuinka yhteistyötä on tehty ja kuinka yhteistyötä voi tulevaisuudessa kehittää jo olemassa olevien mallien pohjalta. Tutkimuksessa etsitään myös intressejä, joita perheyrittäjillä on oppilaitosyhteistyötä kohtaan, sekä intressien puuttuessa siihen vaikuttavia syitä. Tutkimusaineisto kerättiin kvalitatiivisesti. Harkinnanvaraisen otannan kautta valittiin joukko eteläkarjalaisia perheyrityksiä tutkittavaksi. Aineisto kerättiin haastattelemalla perheyrityksiä ennakkoon mietityllä teemahaastattelulla, jossa oli sekä avoimia että suljettuja kysymyksiä. Haastatteluja suoritettiin 41. Tutkimuksessa selvisi, että perheyritykset tekevät laajasti ja monitasoisesti oppilaitosyhteistyötä Etelä-Karjalassa. Suosituimmat yhteistyön muodot ovat työharjoittelijat, kesätyöntekijät, lopputyöt, oppisopimusopiskelijat, projektityöt, yhteiset tutkimukset ja perheyrittäjien pitämät luennot oppilaitoksissa. Myös huonoja kokemuksia oppilaitosyhteistyössä havaittiin, mutta niistä oli selvitty keskustelemalla oppilaitosten ja opiskelijoiden kanssa. Haasteena yhteistyölle koettiin, että perheyrityksissä työ on usein itse opetettu jälkipolville, jolloin perheyrittäjän ollessa itseoppinut, ei varsinkaan korkeakoulutasoisen yhteistyön hyötyjä ymmärretä. Kaikelle yhteistyölle oli kuitenkin perustana se, että perheyrityksellä oli ongelma tai tarve johonkin ratkaisuun ja tätä voidaan pitää tämän tutkimuksen tärkeimpänä yksittäisenä löydöksenä. Tutkimuksessa selvisi, että perustana lähes kaikelle yhteistyölle oppilaitosten ja perheyritysten välillä on tarvelähtöisyys. Poikkeuksena suuret perheyritykset, joilla on resursseja kehitys- ja tutkimustyöhön. Perheyritysten aika ja taloudelliset resurssit luovat tilanteen, jossa mahdollisuuden oppilaitosyhteistyöhön avaa liiketoiminnassa ilmenevä tarve tai ongelma, jonka ratkaisemiseen yrityksen omat resurssit eivät riitä. Perheyrittäjät ovat kokeneet saaneensa yhteistyöstä paljon lisäarvoa, kuten ratkaisuja ongelmiin, uusia verkostoja, omien toimintatapojen arviointia ja taitojen ylläpitämistä. Parhaimpina yhteistyökeinoina pidettiin työharjoitteluja, kesätyöntekijöitä, oppisopimusoppilaita, yhteisiä projekteja ja uusia ideoita. Jatkotutkimustarpeena ilmeni kestävien toimintamallien rakentaminen perheyritysten ja oppilaitosten välille.