The Science in the Media Monitor (SMM) system
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1 The Science in the Media Monitor (SMM) system Federico Neresini University of Padua - PaSTIS research unit Observa Science in Society 1
2 SMM allows to: monitoring different Web sources (newspapers, blog, forum, sites); integrating different text classification procedures; detecting articles/text in which S&T play an important role; confronting articles/texts highly related to S&T with articles/texts not specifically related to S&T making available the corpus of texts and/or the meta-data regarding each group of selected articles/texts (export function) provide statistics about S&T coverage by sources 2
3 Sources and archives Italian news, 8 on-line newspapers (starting from 2008, today ~1milion articles) Italian news artificial week sample (2 newspapers, , articles) Italian blogs, starting from 2013 (500 blogs, ~1000 posts/day) English news, from 2014 (5 on-line newspapers: NYTimes, Guardian, Mirror, Telegraph, Times of India, ~1000/day) French news, from 2014 (5 on-line newspapers, Figaro, Lacroix, Le Monde, Les Echos, Liberation, Parisien, ~1000/day) 3
4 S&T Salience, Italian newspapers Salience (% of relevant S&T articles on total) , four newspapers (Corriere della Sera, La Repubblica, Sole 24 Ore, La Stampa) 4
5 SMM home interface 5
6 Search Interface 6
7 SELECTING TECHNO-SCIENTIFIC RELATED ARTICLES FOR GROUND-TRUTH SAMPLE SOFTWARE: MALLET (open source) TAG: DATABASE:10920 As a social activity, technoscience is: done by someone; done inside an organization; done through a full range of communicative processes; done by designing, testing, developing and using instruments; done by involving some specific objects and giving raise to specific artifacts; described by narratives that use specific words and expressions. Considering all these features, technoscientific related articles should contain at least two of the following elements: 1) a scientist/engineer is mentioned; 2) a research centre is mentioned; 3) a scientific journal is mentioned; 4) a scientific discipline is mentioned (excluding humanities and social sciences); 5) there is a generic reference to research processes and/or technological innovations; 6) a discovery, an innovation, a scientific instrument or a medical apparatus is mentioned. 7
8 SOFTWARE: MALLET (open source) TAG: DATABASE:10920 INTERCODER S RELIABILITY coders disagreeme nt % A B 1,8 B A 7,9 C D 11,7 D A 1,3 A D 14,7 B C 3,3 C B 8,7 D C 4,1 avera ge 6,69 min 1,3 MAX 14, each article has been codified with a scale ranging from 0 to 6 % disagreement: 2 on a scale from 0 to 6; if the difference between coders is equal to 2 but it is the result of 6-4 or 5-3, then it has been not considered a disagreement 8
9 SOFTWARE: MALLET (open source) THE RESULTING GROUND-TRUTH TAG: DATABASE:10920 SAMPLE: NUMBER OF ARTICLES: RELATED TO TECHNOSCIENCE NOT RELATED TO TECHNOSCIENCE FIX PROP restrictive inclusive restrictive inclusive TOTAL RESTRICTIVE: if intercoder difference = 1, then the choosen value is the lower; difference = 2, choosen value = intermediate; difference = 3, choosen value = the lower + 1 INCLUSIVE: if intercoder difference = 1, then the choosen value is the highest; difference = 2, choosen value = intermediate; difference =3, then choosen value = the highest - 1 9
10 LDA Automated topic modeling S&T topics identified with LDA - automated topic detection on relevant S&T coverage; n=
11 SOFTWARE: MALLET (open source) TAG: DATABASE:10920 S&T Topics SOFTWARE: MALLET (open source), TAG: 24447, DATABASE: TOPICS MAIN KEYWORDS WEIGHT 1. ECONOMICS ITALY, RESEARCH, UNIVERSITY SMARTPHONES APPLE, SMARTPHONE, TABLET WEB INTERNET, WEB, GOOGLE HEALTH STUDY, RISK, WOMEN RENEWABLES ENERGY, RENEWABLES, EMISSION BIOMEDICINE CELLS, RESEARCH, RESEARCHERS SCIENCE & RELIGION SCIENCE, LIFE, MAN NUCLEAR POWER NUCLEAR, OBAMA, WAR ECOLOGY WATER, SEA, SPECIE SPACE HEARTH, SPACIAL, NASA ROBOTICS DEGREE, TECHNOLOGY, COMPUTER CAR INNOVATION CAR, KM, MOTOR MEDICINE & CARE PATIENTS, DISEASE, DRUGS FAMILY & SEXUALITY WOMEN, KIDS, PARENTS
12
13 Public opinion SOFTWARE: on MALLET nuclear (open source) TAG: DATABASE:10920 power
14 Nuclear power SOFTWARE: newspaper MALLET (open source) TAG: DATABASE:10920 coverage
15 SOFTWARE: MALLET (open source) TAG: DATABASE:10920 Media and public opinion correlations Mazur's hypthesis and risky terms indicators on newspapers, blogs and web forums 15
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