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    Fabrication of layers based on printed Indium-Tin-Oxide and their application to Hazard and Noxious Substance sensor

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    A sensor is a device that converts physical or chemical states of a matter into an electrical signal. Sensor technology can be described as a technology that expands a human sense to a machine. And those information are used valuably in accord with present IT technology. Sensor technology clearly reveals a tendency of miniaturization, integration, intellectualization, and systematization etc. Furthermore, it has been used extensively from our daily life to marine or space exploration. However, At the field of application, sensor technology should be improved in many aspects. Moreover, I felt the need to develop environmentally friendly and Low-power sensor is growing. Also, Introduction of new technology is required to take of suitable material in harsh environments. And reliability is inevitable. In this thesis, I have researched a new hazardous and noxious substances sensor to apply for offshore plants and seacoast. I considered that higher sensitivity and stability could be acquired by using chemically stable metal oxides. Especially, metal oxide nano particles will be suitable since it provides wide contact surface. In addition, I suggested a print coating technology to fabricate the sensors. Using this method, I have demonstrated the hazardous and noxious substances sensor, and verified the feasibility of the sensors at harsh environments. In the chapter 1, I described the sensor technology, physical properties of ITO, the importance of hazardous and noxious substances sensor, and the purpose of this dissertation. In the chapter 2, I described the detail of experiment. A printing technology and the fabrication method were described. It is also described the analysis methods used in this research. In the chapter 3, I optimized a printing method by printing process conditions , surface treatment and ITO films. In the chapter 4, I suggested a hazardous and noxious substances sensor using the ITO layer. The sensor was operated at room temperature without additional heating. Also, we observed the ITO sensing properties under wide pH ranges. In the chapter 5, I verified the reliability of the fabricated ITO sensor, it was carried out discussion of change and its cause of properties. Finally, all results were summarized and concluded in the chapter 6.์„ผ์„œ๋Š” ๋Œ€์ƒ๋ฌผ์˜ ๋ฌผ๋ฆฌ ๋˜๋Š” ํ™”ํ•™์  ์‹ ํ˜ธ๋ฅผ ์ „๊ธฐ์ ์ธ ์‹ ํ˜ธ๋กœ ๋Œ€์‹ ํ•˜๊ฑฐ๋‚˜, ๋ณ€ํ˜•์‹œํ‚ค๋Š” ์†Œ์ž์ด๋ฉฐ, ์„ผ์„œ๊ธฐ์ˆ ์€ ๊ธฐ๊ณ„์žฅ์น˜์— ๊ฐ๊ฐ๊ธฐ๋Šฅ์„ ๋ถ€์—ฌํ•˜๋Š” ๊ธฐ์ˆ ๋กœ ์ธ๊ฐ„์˜ ๊ฐ๊ฐ๊ธฐ๋Šฅ์„ ํ™•์žฅํ•˜๋Š” ๊ธฐ์ˆ ์ด๋‹ค. ์ด๋Ÿฌํ•œ ์ •๋ณด๋Š” ํ˜„์žฌ์˜ ์ •๋ณดํ†ต์‹  ๊ธฐ์ˆ ๊ณผ ๋งž๋ฌผ๋ ค ์œ ์šฉํ•˜๊ฒŒ ์‚ฌ์šฉ๋˜๊ณ  ์žˆ๋‹ค. ์„ผ์„œ๊ธฐ์ˆ ์€ ์ง‘์ ํ™”, ์ง€๋Šฅํ™”, ์‹œ์Šคํ…œํ™”, ์†Œํ˜•ํ™” ๋“ฑ์˜ ๊ฒฝํ–ฅ์ด ๋‚˜ํƒ€๋‚˜๊ณ  ์žˆ๋‹ค. ๋˜ํ•œ ๊ฐ€์ •์—์„œ๋ถ€ํ„ฐ ์‚ฐ์—…ํ˜„์žฅ, ํ•ด์–‘ ๋ฐ ์šฐ์ฃผํƒ์‚ฌ์— ์ด๋ฅด๊ธฐ ๊นŒ์ง€ ๊ด‘๋ฒ”์œ„ํ•˜๊ฒŒ ํ™œ์šฉ๋˜๊ณ  ์žˆ๋‹ค. ํ•˜์ง€๋งŒ ์„ผ์„œ์˜ ๋ณด๋‹ค ํญ๋„“์€ ํ™œ์šฉ์„ ์œ„ํ•ด์„œ ๊ฐœ์„ ๋˜์–ด์•ผ ํ•  ์ ๋„ ๋‹ค์ˆ˜ ์กด์žฌํ•œ๋‹ค. ์„ผ์„œ์˜ ์‘์šฉ์˜ ๊ด€์ ์—์„œ๋Š” ์ง‘์ ํ™”, ์ €์ „๋ ฅ, ์นœํ™˜๊ฒฝ์ ์ธ ์„ผ์„œ์˜ ์ค‘์š”์„ฑ์ด ๋”ํ•ด๊ฐ€๋Š” ์ƒํ™ฉ์ด๋‹ค. ์ด๋ฅผ ์œ„ํ•ด์„œ๋Š” ์„ผ์„œ์˜ ์‹ ๋ขฐ์„ฑ์„ ํ™•๋ณดํ•˜๊ณ , ์„ผ์„œ์˜ ์‚ฌ์šฉ ํ™˜๊ฒฝ์— ์•Œ๋งž์€ ๋ฌผ์งˆ์„ ํ™œ์šฉํ•˜๋Š” ์ƒˆ๋กœ์šด ๊ธฐ์ˆ ์˜ ๋„์ž…์ด ์š”๊ตฌ๋œ๋‹ค. ๋ณธ ์—ฐ๊ตฌ์—์„œ๋Š” ์œ„ํ—˜์œ ํ•ด๋ฌผ์งˆ ์ง‘์ ์„ผ์„œ์˜ ๊ฐœ๋ฐœ์„ ์œ„ํ•˜์—ฌ ์•ˆ์ •๋œ ์„ผ์„œ ์žฌ๋ฃŒ์˜ ์„ ํƒ๊ณผ ๊ฒฝ์ œ์ ์ธ ์ œ์ž‘๋ฐฉ๋ฒ•์˜ ๊ฒ€ํ† , ์ด๋ฅผ ํ†ตํ•œ ์„ผ์„œ ์ œ์ž‘ ๋ฐ ์„ฑ๋Šฅ์˜ ๊ฒ€์ฆ์— ๊ด€ํ•˜์—ฌ ์—ฐ๊ตฌํ•˜์˜€๋‹ค. ์šฐ์„  ํ™”ํ•™์ ์œผ๋กœ ์•ˆ์ •์ ์ธ ๊ธˆ์† ์‚ฐํ™”๋ฌผ ์ค‘ ๋‚˜๋…ธ ์ž…์ž๋ฅผ ํ™œ์šฉํ•˜์—ฌ ์ ‘์ด‰ ๋ฉด์ ์„ ๋„“ํž˜์œผ๋กœ์จ ๋†’์€ ๊ฐ๋„์™€ ์•ˆ์ •์„ฑ์„ ํ™•๋ณดํ•  ์ˆ˜ ์žˆ๋‹ค๊ณ  ํŒ๋‹จํ•˜์˜€๋‹ค. ๋˜ํ•œ ๊ธˆ์† ์‚ฐํ™”๋ฌผ ๋‚˜๋…ธ ์ž…์ž๋ฅผ ์ด์šฉํ•˜์—ฌ ์„ผ์„œ๋ฅผ ์ œ์ž‘ํ•˜๊ธฐ ์œ„ํ•˜์—ฌ ์ธ์‡„๊ณตํ•™์  ์ ‘๊ทผ๋ฒ•์„ ์ œ์•ˆํ•˜์˜€๋‹ค. ์ด๋ฅผ ํ†ตํ•˜์—ฌ ์ œ์ž‘๋œ ์„ผ์„œ์˜ ๊ฐ์ง€ ์„ฑ๋Šฅ๊ณผ ์‚ฌ์šฉํ•  ํ™˜๊ฒฝ์— ๋Œ€ํ•œ ๋‚ด๊ตฌ์„ฑ ๋ฐ ์‹ ๋ขฐ์„ฑ์— ๋Œ€ํ•˜์—ฌ ๊ฒ€ํ† ํ•˜์—ฌ ํŠน์ˆ˜ํ•œ ํ™˜๊ฒฝ์—์„œ ์‹ ํ˜ธ๋ฅผ ๊ฒ€์ถœํ•  ์ˆ˜ ์žˆ๋Š” ์„ผ์„œ๋ฅผ ๊ตฌํ˜„ํ•˜์˜€๋‹ค. ํŠนํžˆ ํ•ด์–‘ํ”Œ๋žœํŠธ์—์„œ ํ™œ์šฉ๋  ์ˆ˜ ์žˆ๋Š” ์œ„ํ—˜์œ ํ•ด๋ฌผ์งˆ ์„ผ์„œ๋ฅผ ๊ตฌํ˜„ํ•  ๋ชฉ์ ์œผ๋กœ ๋ณ„๋„์˜ ํžˆํ„ฐ์ž‘๋™ ์—†์ด ์ƒ์˜จ์—์„œ ํญ๋ฐœ์„ฑ ๋ฌผ์งˆ์„ ๊ฒ€์ถœํ•  ์ˆ˜ ์žˆ๋Š” ๊ธฐ๋Šฅ์„ ๊ตฌํ˜„ํ•˜๊ธฐ ์œ„ํ•œ ๊ฐ๋„์˜ ํ–ฅ์ƒ๊ณผ ํ•ด์–‘์ด๋ผ๋Š” ํŠน์ˆ˜ํ•œ ํ™˜๊ฒฝ์—์„œ์˜ ์‹ ๋ขฐ์„ฑ ์žˆ๋Š” ์‹ ํ˜ธ๋ฅผ ๋ฐœ์ƒ์‹œํ‚ค๊ณ  ์œ ์ง€ํ•˜๊ธฐ ์œ„ํ•œ ๋ฐฉ๋ฒ•์„ ์—ฐ๊ตฌํ•˜์˜€๋‹ค. ์ œ1์žฅ์€ ์„ผ์„œ๊ธฐ์ˆ ์— ๋Œ€ํ•œ ๊ธฐ๋ณธ์ ์ธ ๋‚ด์šฉ๊ณผ ITO์˜ ๋ฌผ์„ฑ, ๊ทธ๋ฆฌ๊ณ  ์œ„ํ—˜์œ ํ•ด๋ฌผ์งˆ ์„ผ์„œ์˜ ์ค‘์š”์„ฑ ๋ฐ ๋ณธ ์—ฐ๊ตฌ์˜ ๋ชฉ์ ์— ๋Œ€ํ•˜์—ฌ ์„ค๋ช…ํ•˜์˜€๋‹ค. ์ œ2์žฅ์—์„œ๋Š” ์‹คํ—˜๋ฐฉ๋ฒ• ๋ถ€๋ถ„์œผ๋กœ์„œ, ์ธ์‡„๊ณตํ•™๊ธฐ์ˆ  ๋ฐ ์ธ์‡„๊ณตํ•™๊ธฐ์ˆ ์„ ์ด์šฉํ•œ ITO๋ฐ•๋ง‰์ œ์ž‘ ๋ฐฉ๋ฒ•์— ๋Œ€ํ•ด ์„œ์ˆ ํ•˜๊ณ , ๋ณธ ์—ฐ๊ตฌ์— ์‚ฌ์šฉ๋œ ํŠน์„ฑ ๋ถ„์„ ๊ธฐ์ˆ ์— ๋Œ€ํ•ด ์„ค๋ช…ํ•˜์˜€๋‹ค. ์ œ3์žฅ์—์„œ๋Š” ์ธ์‡„๊ณตํ•™๊ธฐ์ˆ ๋กœ ์ œ์ž‘๋œ ITO ์„ผ์„œ์˜ ํŠน์„ฑ์„ ๊ฐœ์„ ์‹œํ‚ค๊ธฐ ์œ„ํ•œ ์ตœ์ ํ™”์— ๋Œ€ํ•˜์—ฌ ๊ณ ์ฐฐํ•˜์˜€๊ณ , ์ด๋ฅผ ์ ์šฉํ•œ ์ธ์‡„๋œ ITO ๋ฐ•๋ง‰์˜ ๋ฌผ์„ฑํ‰๊ฐ€ ๊ฒฐ๊ณผ์— ๋Œ€ํ•ด ์„ค๋ช…ํ•˜์˜€๋‹ค. ์ œ4์žฅ์—์„œ๋Š” ์ œ์ž‘๋œ ITO์˜ ์‹ค์˜จ์—์„œ์˜ ์œ„ํ—˜์œ ํ•ด๋ฌผ์งˆ์— ๋Œ€ํ•œ ์„ผ์„œ ์„ฑ๋Šฅ๊ณผ ์‘์šฉ์— ๊ด€ํ•˜์—ฌ ๊ณ ์ฐฐํ•˜์˜€๋‹ค. ์ œ5์žฅ์—์„œ๋Š” ์ œ์ž‘๋œ ITO์˜ ์‹ ๋ขฐ์„ฑ ๋ฐ ํŠน์„ฑ ๋ณ€ํ™” ์™€ ๊ทธ ์›์ธ์— ๋Œ€ํ•œ ๊ณ ์ฐฐ ๊ฒฐ๊ณผ๋ฅผ ์„ค๋ช…ํ•˜์˜€๋‹ค. ๋งˆ์ง€๋ง‰์œผ๋กœ ์ œ6์žฅ์—์„œ๋Š” ๋ณธ ์—ฐ๊ตฌ์—์„œ ์–ป์€ ๊ฒฐ๊ณผ๋ฅผ ์ •๋ฆฌํ•˜์—ฌ ์š”์•ฝ ๋ฐ ๊ฒฐ๋ก ์— ๋Œ€ํ•˜์—ฌ ๊ธฐ์ˆ ํ•˜์—ฌ, ๋ณธ ์—ฐ๊ตฌ์—์„œ ๋ชฉ์ ํ•œ ์•ˆ์ •์„ฑ์ด ๋†’์€ ์œ„ํ—˜์œ ํ•ด๋ฌผ์งˆ ์„ผ์„œ๋ฅผ ๊ตฌํ˜„ํ•˜์˜€์œผ๋ฉฐ, ๊ฒฝ์ œ์ ์ธ ๋ฐฉ๋ฒ•์œผ๋กœ ์„ผ์„œ๋ฅผ ์ œ์ž‘ํ•  ์ˆ˜ ์žˆ์Œ๊ณผ, ์ด๋Ÿฌํ•œ ์„ผ์„œ๋ฅผ ํ†ตํ•˜์—ฌ ์‹ ๋ขฐ์„ฑ ์žˆ๋Š” ์‹ ํ˜ธ๋ฅผ ๋ฐœ์ƒํ•  ์ˆ˜ ์žˆ์Œ์„ ์ž…์ฆํ•˜์˜€๋‹ค.1. Introduction 1.1 Sensor technology 1 1.2 Sensor technology application 3 1.2.1 Necessity of Hazardous and Noxious Substances sensor 3 1.2.2 Current state of HNS sensing technology 4 1.3 Metal oxide based sensor 5 1.4 Properties of ITO (Indium Tin Oxide) 7 1.5 Proposal and purpose of this study 14 Reference 15 2. Experimental methods 2.1 Film printing method 18 2.2 ITO layer printing 21 2.3 Characterization Methods 23 2.3.1 Optimization of ITO layer 23 2.3.2 Surface and material properties of printed layers 27 2.3.3 Sensor performances 39 Reference 41 3. Characteristics of ITO film by printing coat method 3.1 Material properties of the ITO 43 3.2 Optimization of the printed ITO layer manufacturing method 45 3.2.1 Determination of printing patterns 45 3.2.2 Transfer ratio of the ITO layer 48 3.3 Properties of the printed ITO layer 50 3.3.1 Shape control 50 3.3.2 Electrical properties 52 3.3.3 Optical properties 54 3.4 Conclusion 56 Reference 57 4. HNS sensor based on printed ITO layer 4.1 Introduction 59 4.2 Experiment details 60 4.3 Sensor properties 61 4.4 Sensor mechanisms 63 4.5 Conclusion 65 Reference 66 5. Characteristic evaluation of ITO sensor 5.1 Introduction 67 5.2 Experiment details 67 5.3 Reliability of the sensor 68 5.3.1 Dynamic characteristics of ITO sensor 68 5.3.2 Robustness tests of ITO sensor 70 5.3.3 Selectivity of ITO sensor 73 5.4 Conclusion 75 Reference 76 6. Conclusion 77 Resume 78 Acknowledgement 8

    Comparing farm and village-level determinants of millet diversity in marginal environments of India: the context of seed systems

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    "The purpose of the research paper is to characterize biological diversity related to millets in the semi-arid regions of India at various spatial scales of analysis (e.g., farm household versus community levels) and place that evidence in a broader seed systems (includes both formal and informal) context. An important finding of this research is that producer access to millet genetic resources is affected by the extent to which seed is traded via formal markets or through other social institutions, along with farm and household characteristics. Findings also underscore the need for an enhanced theoretical understanding of local seed markets in analyzing crop variety choices and the diversity of materials grown in less favored environments." Authors' AbstractCrop diversity, Seed systems, Biological diversity,

    Differential responses of rabbit ventricular and atrial transient outward current (Ito) to the Ito modulator NS5806

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    Transient outward potassium current (I(to)) in the heart underlies phase 1 repolarization of cardiac action potentials and thereby affects excitationโ€“contraction coupling. Small molecule activators of I(to) may therefore offer novel treatments for cardiac dysfunction, including heart failure and atrial fibrillation. NS5806 has been identified as a prototypic activator of canine I(to). This study investigated, for the first time, actions of NS5806 on rabbit atrial and ventricular I(to). Whole cell patchโ€clamp recordings of I(to) and action potentials were made at physiological temperature from rabbit ventricular and atrial myocytes. 10ย ฮผmol/L NS5806 increased ventricular I(to) with a leftward shift in I(to) activation and accelerated restitution. At higher concentrations, stimulation of I(to) was followed by inhibition. The EC (50) for stimulation was 1.6ย ฮผmol/L and inhibition had an IC (50) of 40.7ย ฮผmol/L. NS5806 only inhibited atrial I(to) (IC (50) of 18ย ฮผmol/L) and produced a modest leftward shifts in I(to) activation and inactivation, without an effect on restitution. 10ย ฮผmol/L NS5806 shortened ventricular action potential duration (APD) at APD (20)โ€APD (90) but prolonged atrial APD. NS5806 also reduced atrial AP upstroke and amplitude, consistent with an additional atrioโ€selective effect on Na(+) channels. In contrast to NS5806, flecainide, which discriminates between Kv1.4 and 4.x channels, produced similar levels of inhibition of ventricular and atrial I(to). NS5806 discriminates between rabbit ventricular and atrial I(to,) with mixed activator and inhibitor actions on the former and inhibitor actions against the later. NS5806 may be of significant value for pharmacological interrogation of regional differences in native cardiac I(to)

    The impact of personality trait on the relationship of emotional intelligence and self-esteem

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    Fundamental science of psychology often rooted in diversity theory that touching reality of human and humanity. Theoretical solution alone may not be able to unlock the psychological issues because it is closely related to affective, cognitive and human behaviour in the workplace. In this study, the issues in the workplace are referring to personality, emotional intelligence and self-esteem of employees. The specific purpose of this study was to test the effect of extraversion personality as a moderator towards the relationship of emotional intelligence and self-esteem of employees. A total of 196 civil servants in the Local Authority (LA) have been selected as respondents. Measurement tools that used is Eysenck Personality Questionnaire-Revised Short Form (EPQR-S), Emotional Intelligence Self-Description Inventory (EISDI), and Rosenberg Self-Esteem Scale (RSES). The data was analysed by using the hierarchical regression analysis. The finding shows that the two hypotheses are accepted. From this analysis as well, there was a moderating effect of extraversion personality on the relationship between emotional intelligence (perception and appraisal of emotion, and understanding emotions) with self-esteem of employees. The most important finding shows that extraversion personality serves as moderator when the relationship between emotional intelligence and self-esteem are enhanced if extraversion were on a high level. This is compared with the low levels of extraversion personality that causing on relationship of emotional intelligence with self-esteem more weaker

    The impact of personality trait on the relationship of emotional intelligence and self-esteem

    Get PDF
    Fundamental science of psychology often rooted in diversity theory that touching reality of human and humanity. Theoretical solution alone may not be able to unlock the psychological issues because it is closely related to affective, cognitive and human behaviour in the workplace. In this study, the issues in the workplace are referring to personality, emotional intelligence and self-esteem of employees. The specific purpose of this study was to test the effect of extraversion personality as a moderator towards the relationship of emotional intelligence and self-esteem of employees. A total of 196 civil servants in the Local Authority (LA) have been selected as respondents. Measurement tools that used is Eysenck Personality Questionnaire-Revised Short Form (EPQR-S), Emotional Intelligence Self-Description Inventory (EISDI), and Rosenberg Self-Esteem Scale (RSES). The data was analysed by using the hierarchical regression analysis. The finding shows that the two hypotheses are accepted. From this analysis as well, there was a moderating effect of extraversion personality on the relationship between emotional intelligence (perception and appraisal of emotion, and understanding emotions) with self-esteem of employees. The most important finding shows that extraversion personality serves as moderator when the relationship between emotional intelligence and self-esteem are enhanced if extraversion were on a high level. This is compared with the low levels of extraversion personality that causing on relationship of emotional intelligence with self-esteem more weaker

    Species Abundance Patterns in Complex Evolutionary Dynamics

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    An analytic theory of species abundance patterns (SAPs) in biological networks is presented. The theory is based on multispecies replicator dynamics equivalent to the Lotka-Volterra equation, with diverse interspecies interactions. Various SAPs observed in nature are derived from a single parameter. The abundance distribution is formed like a widely observed left-skewed lognormal distribution. As the model has a general form, the result can be applied to similar patterns in other complex biological networks, e.g. gene expression.Comment: 4 pages, 3 figures. Physical Review Letters, in pres

    Amidoxime Functionalization of Algal/Polyethyleneimine Beads for the Sorption of Sr(II) from Aqueous Solutions

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    International audienceThere is a need for developing new sorbents that incorporate renewable resources for the treatment of metal-containing solutions. Algal-polyethyleneimine beads (APEI) (reinforced with alginate) are functionalized by grafting amidoxime groups (AO-APEI). Physicochemical characteristics of the new material are characterized using FTIR, XPS, TGA, SEM, SEM-EDX, and BET. AO-APEI beads are tested for the recovery of Sr(II) from synthetic solutions after pH optimization (โ‰ˆ pH 6). Uptake kinetics is fast (equilibrium โ‰ˆ 60-90 min). Sorption isotherm (fitted by the Langmuir equation) shows remarkable sorption capacity (โ‰ˆ 189 mg Sr g โˆ’1). Sr(II) is desorbed using 0.2 M HCl/0.5 M CaCl 2 solution; sorbent recycling over five cycles shows high stability in terms of sorption/desorption performances. The presence of competitor cations is studied in relation to the pH; the selectivity for Sr(II) is correlated to the softness parameter. Finally, the recovery of Sr(II) is carried out in complex solutions (seawater samples): AO-APEI is remarkably selective over highly concentrated metal cations such as Na(I), K(I), Mg(II), and Ca(II), with weaker selectivity over B(I) and As(V). AO-APEI appears to be a promising material for selective recovery of strontium from complex solutions (including seawater)

    TRANSACTION COST ECONOMICS AND INDUSTRY MATURITY IN IT OUTSOURCING: A META-ANALYSIS OF CONTRACT TYPE CHOICE

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    Recent reviews of the information technology outsourcing (ITO) literature report high variance in research results when Transaction Cost Economics (TCE) is used as the analytical framework. Informed by ITO market developments, including increasing commoditisation, market consolidation, and market transparency, we develop an explanation for these mixed results contingent on ITO industry maturity. We adopt meta-analysis to show that ITO industry maturity significantly explains variance in the choice of contract type (time and materials vs. fixed price) in ITO projects. Our results suggest that TCE is relevant to explain the choice of contract type in the emerging phase of the ITO industry, but not in its current mature phase. We conclude that a TCE-based analytical framework is not well suited for the study of ITO in the current mature industry phase. Instead, we propose that an ITO theory should be developed that focuses on differences in client behaviour rather than vendor behaviour

    Social interaction, noise and antibiotic-mediated switches in the intestinal microbiota

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    The intestinal microbiota plays important roles in digestion and resistance against entero-pathogens. As with other ecosystems, its species composition is resilient against small disturbances but strong perturbations such as antibiotics can affect the consortium dramatically. Antibiotic cessation does not necessarily restore pre-treatment conditions and disturbed microbiota are often susceptible to pathogen invasion. Here we propose a mathematical model to explain how antibiotic-mediated switches in the microbiota composition can result from simple social interactions between antibiotic-tolerant and antibiotic-sensitive bacterial groups. We build a two-species (e.g. two functional-groups) model and identify regions of domination by antibiotic-sensitive or antibiotic-tolerant bacteria, as well as a region of multistability where domination by either group is possible. Using a new framework that we derived from statistical physics, we calculate the duration of each microbiota composition state. This is shown to depend on the balance between random fluctuations in the bacterial densities and the strength of microbial interactions. The singular value decomposition of recent metagenomic data confirms our assumption of grouping microbes as antibiotic-tolerant or antibiotic-sensitive in response to a single antibiotic. Our methodology can be extended to multiple bacterial groups and thus it provides an ecological formalism to help interpret the present surge in microbiome data.Comment: 20 pages, 5 figures accepted for publication in Plos Comp Bio. Supplementary video and information availabl
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