Reviewerly/exHarmony huggingface dataset:
Combining Human Predictions with Model Probabilities via Confusion Matrices and Calibration

An increasingly common use case for machine learning models is augmenting the abilities of human decision makers. For classification tasks where neither the human or model are perfectly accurate, a key step in obtaining high performance is combining their individual predictions in a manner that leverages their relative strengths. In this work, we develop a set of algorithms that combine the probabilistic output of a model with the class-level output of a human. We show theoretically that the accuracy of our combination model is driven not only by the individual human and model accuracies, but also by the model's confidence. Empirical results on image classification with CIFAR-10 and a subset of ImageNet demonstrate that such human-model combinations consistently have higher accuracies than the model or human alone, and that the parameters of the combination method can be estimated effectively with as few as ten labeled datapoints.
العلاقة بين معدلات التضخم ومعدل النمو الاقتصادي بالتطبيق على الحالة المصرية خلال الفترة 1961 - 2018 = The Relationship between Inflation Rates and the Economic Growth Rate with Application to the Egyptian Case during the Period from 1961 to 2018

التضخم | النمو الاقتصادي | نظريات ونماذج النمو | مضمون العلاقة بين التضخم والنمو الاقتصادي | نماذج النمو النابع من الداخل | التمويل التضخمي أو التمويل بالعجز | Inflation | Economic Growth | Theories and Models of Growth | The Essence of the Relationship between Inflation and Economic Growth | Models of Home-Grown Growth | Inflationary Financing or Deficit Financing
WRITING DESCRIPTIVE TEXT BY USING TWO-STAY TWO-STRAY TECHNIQUE: STUDENTS’ RESPONSE

The objective of this research was to investigate the students' responses in learning writing descriptive text through the two-stay two-stray technique. This research used a qualitative method and the design was descriptive qualitative. The respondents of the research were 23 seventh grade students of Junior High School in Cikadu. The data were obtained from questionnaires and interviews. The results of the research revealed that writing descriptive text using the two-stay two-stray technique can motivate students to join learning activities,  can reduce the time to understand the material, and they braver to express their idea. Keywords :  Two-Stay Two-Stray, Writing, Students’ Response
Simple baselines can fool 360° saliency metrics

Evaluating a model’s capacity to predict human fixations in 360° scenes is a challenging task. 360° saliency requires different assumptions compared to 2D as a result of the way the saliency maps are collected and pre-processed to account for the difference in statistical bias (Equator vs Center bias). However, the same classical metrics from the 2D saliency literature are typically used to evaluate 360° models. In this paper, we show that a simple constant predictor, i.e. the average map across Salient360 and Sitzman training sets can fool existing metrics and achieve results on par with specialized models. Thus, we propose a new probabilistic metric based on the independent Bernoullis assumption that is more suited to the 360° saliency task.
An object-oriented framework for subsistence assurance

This chapter borrows from the Object-Oriented modeling, design, and programming methodology from Computer Science, used to organize data structures and programs into such structures as Classes, Sub-Classes and concrete Objects instantiated from Classes. This methodology will be used here to present a novel practices framework, in order to establish a tree or lattice of value practices and supporting elements, such that the top of the graph specifies in a very general way what should be applicable to every city or community, and other nodes derived from the main node that can be applied to types of cities with specific characteristics. The bottom nodes of the graph can then be instantiated to particular cities. The chapter sections review the main literature, illustrate the use of the framework, compare the advantages of this way of organizing practices as opposed to others, and describe avenues for further development.
The Impact of Corona Pandemic (Covid-19) Implications on the Operational Performance in the Industrial Small and Medium-Sized Companies in Jordan

This study aimed at measuring the impact of corona pandemic (covid-19) implications on the operational performance in the industrial small and medium-sized companies in Jordan and measuring the impact of the consequences of the pandemic on the operational performance in the light of the type of the company. The study population and sample consisted of the employees of the financial departments. An electronic questionnaire was developed to collect the study data, where more than (400) electronic questionnaires were distributed. (298) questionnaires were returned and only (291) questionnaires were valid for analysis. In order to answer the study questions and test its hypotheses, (SPSS) was used, where the descriptive analysis was performed and the hypotheses were tested. The results showed that the impact level of corona pandemic consequences on the operational performance was medium, while they affected cost and quality with a low degree, and on productivity with a medium degree. The results revealed that there is an impact of the consequences of corona pandemic on the operational performance according to the variable of the company type. The study recommended the necessity of working constantly to promote the levels of operational performance of the industrial small and medium sized enterprises, reduce the cost of production, maintain the quality of products and improve productivity.
Multi-robot System for Collaborative Work Equipped with Trajectory Planning over IoT Architecture

This paper shows the design and construction of a mobile multi-robot system for collaborative applications. By using accessible elements in the local market, the researchers built three omnidirectional mobile robots. The multi-robot system has centralized control and is managed by a central Broker with ROS implementation for local communication and IoT, through MQTT protocol, for monitoring and control from the cloud. The multi-robot systems implement the classification of objects by color. The use of artificial vision for recognizing objects, obstacles, and the location of the robots within a controlled environment allows for efficient correction of errors during their operation. The Potential Fields and A* method determine the generation of routes, and a simple planning algorithm determines the mobilization of the multi-robot system when fulfilling a classification task. The results showed an error of less than 5% in both the route tracking and its final objective in various mobility test circumstances. The final product of the research is a modular, scalable, easily controlled, with ease of manufacturing and replicability prototype, along with software to control and monitor the system with the use of machine vision.
COOPERATIVE PRINCIPLES IN HOTMAN PARIS SHOW IN INEWS

The purpose of this research is to find out the principle of cooperation that occurs at the Hotman Paris Show and the reason for the participants to violate the maxims. The method used by researchers in this study is qualitative research with data sourced from the Hotman Paris Show youtube account that uses #trending in the publishing process so that 17 videos are obtained. Data collection techniques using documentary techniques as data collection instruments. The analysis technique used is: 1) Identify the types of maxims and factors that violate the principle of cooperation that occurs at the Hotman Paris Show 2) Reducing irrelevant data sources with maxims and factors that violate the principle of cooperation 3) Classifying the data to its types 4) Interpreting the expressions of the principles of cooperation and factors that violate the principle of cooperation that occur in the conversations of the participants and 5) Drawing the conclusions based on the research problem of this study. The results of this research principle of cooperation on the maxim of quantity with the number of 65 utterances (64%), the maxim of quality with the number of 19 utterances (19%), the maxims of the relationship with the number of 8 utterances (8%) and manner with the number of 9 utterances (9 %). In the analysis of reasons, there were 83 errors made by participants which were divided into understatements of 20 data (24%), irony17 data (20%), overstatements 13 data (15%), extreme 10 data (12%), sarcasm 8 data (10%), ambiguous statements 7 data (8%), irrelevant statement 6 data (8%), and metaphors 3 data (4%).
Prediction Of Medical Actions For Covid Patients Using Naïve Bayes Method

Management of medical actions carried out in handling patients who are ODP (people under monitoring), OTG (asymptomatic people), PDP (patient under monitoring) and positive Covid-19 patients is carried out based on assumptions, such as self-isolation, hospitalization, or special treatments in the ICU (Intensive Care Unit) room. The condition of the body in each patient is different, a patient may have same symptoms but the treatment is different, especially in elderly patients. Many problems occur in determining medical action because the patient's body condition is different. Therefore, it needs to be appointed as a research. The research method used in this study was Nive Bayes algorithm with supporting application Rapid Miner. It was applied to carry out the process of testing on patient data as much as 500 data, 25 variables or patient symptoms and 3 outputs as a form of medical action. Based on the results of the analysis carried out in this study, prediction of medical actions for ODP, PDP, OTG and positive Covid-19 patients were obtained by comparing training data with testing data using Rapid Miner application. It resulted that an accuracy rate of 76.00% was obtained
INFORMATION AND COMMUNICATION TECHNOLOGY SKILLS FOR PRE-SERVICE AND IN-SERVICE TEACHERS FOR THE POST-COVID-19 ERA. IMPLICATIONS FOR POLICY AND PRACTICE

INFORMATION AND COMMUNICATION TECHNOLOGY SKILLS FOR PRE-SERVICE AND IN-SERVICE TEACHERS FOR THE POST-COVID-19 ERA. IMPLICATIONS FOR POLICY AND PRACTICE
HIERARCHICAL ARCHITECTURE OF AN AUTONOMOUS UNMANNED AERIAL VEHICLE (UAV) USING MULTIWII AND RASPBERRY PI

The tasks performed by the autonomous robot are complex and multi-faceted. The robot shouldperform low-level tasks related to maintaining the set flight parameters as well as make complex decisions relatedto the robot task. It would be difficult to accomplish these tasks based on a simple control architecture. In manyclassic solutions, a hierarchical architecture is used, where the lower layers are responsible for the operation ofsensors and actuators in accordance with the control algorithms. Higher layers are responsible for the tasks ofnavigation, location and implementation of set goals. In our solutions based on open hardware and software, wepropose a robot architecture where low-level control is implemented by the Arduino controller with MultiWiisoftware and higher tasks are carried out by the Raspberry Pi computer using the Linux operating system. Thesolution proposed is very flexible and allows quick and relatively easy prototyping. Another important advantageis the open nature of the hardware and software.
MEDIA PEMBELAJARAN DIGITAL IMAGING BERBASIS MULTIMEDIA

The College of Electronics and Computers or better known as STEKOM is a private university in Semarang which has several study programs related to computer-based design. Computer graphics as one of the study programs is required to teach students about various subjects with a competency-based curriculum. One of the materials obtained by students is Graphic Design which contains photo editing techniques using Adobe Photoshop software. In the Graphic Design course, Digital Imaging techniques are known. Digital Imaging is a method of editing a scanned image from the original document into a digital file in the form of pixels that can be read and manipulated by a computer, and changing the shape of the parts to become a visual work that has added value. STEKOM Semarang has learned about Digital Imaging, but there are several photo editing techniques that have not been discussed. Given that currently Digital Imaging is a trend in the world of photography, Digital Imaging learning is very necessary so that students are able to compete in the world of work. In addition, students also experience problems in learning some material in Graphic Design courses, therefore students need a supporting learning media that can help students learn independently.
Literacy Practices in Nautical Asynchronous Online Teaching During the Covid-19 Pandemic

The unprecedented global Covid-19 pandemic has changed the way teachers teach and vice versa the way students learn English, from face-to-face teaching in the classroom to emergency remote teaching through various online learning media platforms.This emergency has shifted the literacy practices in teaching English-specific purposes (ESP), specifically in the Nautical Marine Department in Marine Merchant Polytechnic, to use asynchronous learning platforms.The overarching aim of this article is to investigate a sophomore Maritime cadet's literacy practices majoring in Nautical engineering during the Covid-19 Pandemic.In the present study, we employed a casestudy to investigate in-depth literacy practices during campus lockdown and self-learning activities from Home from March to June 2020.The study indicated that the cadet was practicing multimodal literacy practices for meaning-making in asynchronous learning.During the self-study from home, the cadet utilized online asynchronous learning platforms to support emergency remote learning, such as Edmondo and WhatsApp (WAG).The literacy practices include identifying digital visual text in posters and announcements related to safety equipment on board.Watching and listening to the video from Youtube, reading and writing an online incident report, and creating a Vlog for uploading to Instagram about the accident's primary cause at sea.The most salient finding of this study is that the cadet was more engaged in online asynchronous learning to online synchronous learning as they were able to suit his time and learning style in remote learning.We also asserted that online asynchronous learning could build students' learning motivation, independence, digital literacy.
Destruction of anchors of action Meaning: Analysis of Shushi turbulence in literary discourse (Case study of the literary discourse system in This dog wants to take Roxana)

The body of the present study includes the study of semiotics and the analysis of the systems of action of the book This dog wants to take Roxana by Qassem Kashkoli. At first, the existing discourse systems will be examined and in the next stage, these discourse systems will be examined interdisciplinary to examine its main features, including action .Then, these characteristics are examined in the form of narrative processes specific to this author and it will be determined what is the place of action and cognition in relation to transcendental functions. So our main issue in this article is to see how the action anchors are destroyed one after the other, giving way to turbulent and indeterminate rays. In fact, the main purpose of this article is how delaying action, mechanization of time, rupture in the connection of action elements cause the destruction of semantic anchors and lead to semantic turbulence. In fact, each of the characteristics of action and eloquence and multiple dimensions of the study of discourse systems in the context of the sign-semantics approach of discourse in this work is somewhat evident. So the key is to see how the action anchors are destroyed one after the other, giving way to turbulent, indeterminate glass. Also, how action suspension, time mechanization, rupture in the connection of action elements, and sudden displacement of narrative elements cause the destruction of semantic anchors and semantic turbulence. Then based on what pattern the semantic-sign process is developed to lead to the production of volatile meanings.In fact, the present article tries to answer these questions:1- What factors cause the destruction of semantic anchors in the studied work?2. What are the most important aspects of the representation of discourse in  this dog wants to take, Roxana and how do these aspects lead us to a fluid and post-discourse
ORIENTA + COVID" CALL CENTER SERVICE IN THE XINGU-PA REGION

Worldwide, guidelines have been developed that indicate the adoption of measures, which can guide and assist the population in times of pandemic. In this sense, several cities have incorporated the practice of health call centers with qualified specialists to provide correct information about the disease, creating remote channels to make calls such as telephones, video calls and applications that do not require the crowding of people at health units. The objective of the work was to describe the “Orienta+COVID” call center service installed in the Xingu-PA region, Brazil. The study was carried out in the Xingu region, Pará, Brazil. The reports of the attendants participating in the project were collected and the attendance registration report, which took place from May 25th to June 30th, 2020, was analyzed. A total of 1210 visits were made in the period analyzed through 60 attendants who took turns on duty. During tele orientation, health professionals collected patient data, their complaints and doubts to determine, through the classification of symptoms, what would be the guidelines to be passed. The call center performed by health professionals during the project was essential to answer patients' doubts as well as being able to better guide them on how to proceed in suspected or confirmed cases of the new coronavirus and thus contribute to reducing the demand for urgent and emergency services.
Plural linguistic biographies. Maps, stories, mixtures

«A multiplicity of languages and cultures has entered the Italian school environment»: that is what is written in the introduction of the Indicazioni Nazionali per il curricolo della scuola dell’infanzia e del primo ciclo di istruzione (MIUR, 2012, p. 8). The ministerial document, which forms the framework for school curricula, describes the de facto multilingual situation which can be observed in all kinds of educational environments and in communities. In infancy educational services and in schools, the presence of girls and boys who practice another language at home has long been widespread and on the increase. After describing the pluralistic linguistic repertoires featured in schools, the essay presents some evidence collected in two kindergartens in Milan, as part of a training course. Teachers were invited to use a map of intra-family communication during interviews with foreign parents, in order to outline the children’s language biographies, and to know the strategies and choices of the family. In the second part, the focus will be on some autobiographical fragments taken from literary texts in which the authors highlight the stages and steps they have gone through in their history of native bilinguals. Finally, a review of the legislation dealing with the themes of mother tongues, multilingualism and linguistic diversity in childcare and schools is presented.
Aplikasi Sistem Informasi Posyandu Untuk Pertumbuhan Dan Perkembangan Balita

Posyandu is a form of Community Based Health Efforts (UKBM) carried out by, from and with the community, to empower and provide facilities for the community to obtain health services for mothers, babies and toddlers. Activities carried out at Posyandu require a Posyandu Information System (SIP), some of which include data collection on babies and toddlers in the posyandu area, records of date and status of immunization, as well as data records within the posyandu scope and monthly activity reports. However, data collection and recording of these activities is still done manually using books / papers. This is of course less effective and efficient, because of the large amount of data that needs to be recorded, moreover there is the possibility of data collection errors and the documents being lost or damaged. Therefore, an Android-based application was created to collect data and record it so that it could increase the effectiveness and efficiency of Posyandu performance. The system design of the application is by applying the Android MVVM (Model-Viev-ViewModel) architecture pattern and using a Firebase database as a data storage medium which is then implemented and tested with functionality testing methods and user requirements testing. Based on the results of the implementation and testing of the application, it was concluded that the application development was in accordance with the design and the test results showing that the user strongly agreed with the implementation of the application. Keywords – information system, Posyandu, toddlers, Android
SISTEM INFORMASI PENDAFTARAN PASIEN PELAYANAN KEDOKTERAN KEPOLISIAN (DOKPOL) PADA RUMAH SAKIT BHAYANGKARA JAMBI

Bhayangkara Hospital Jambi City is one of the hospitals that will be the best hospital in Jambi City. With the Bhayangkara Hospital in Jambi City, it is expected to help the community, especially in health services. The purpose of this study is to create a web-based Dokpol information system so that registration errors do not occur or loss occurs. Registration is registering/filling in biodata for registration as a patient. To manage this information, we need a system that will assist the process of making registration data reports. The research was conducted using a qualitative approach, namely a research approach that is descriptive in nature and tends to use analysis. Process and meaning are highlighted in qualitative research. Design and Build a web-based Registration Information System is made using the programming language php 5.1 and MYSQL 4.8.4 database. The results of this study are to design a web-based Dokpol information system that is expected to help inform patient registration, check results with the system, generate patient reports and produce examination reports, can facilitate the decision-making process, be able to provide information about patient data, doctor data. , as well as reports appropriately with the availability of timely, accurate, and relevant information that can assist staff and officers in carrying out registration activities and is expected to improve the performance of employees.