Overton: Análise FAPESP
Daniela Maciel
31 agosto, 2023
1 Objetivo
Identificar temas na literatura sobre políticas públicas, relacionados ao financiamento da FAPESP, utilizando modelagem de tópicos e tokenização (LDA - topicmodels). * Dados obtidos da [Overton] (“https://www.overton.io/”)
## [1] "Language" "cited_topics" "cited_classification"
## [4] "Cited_url" "Title_menc" "Cited_doi_menc"
## [7] "languages_cited_menc" "Source_ID_menc" "Source_title_menc"
## [10] "Source_country_menc" "Source_type_menc" "Source_region_menc"
## [13] "Published_on_menc" "Document_URL_menc" "Document_type_menc"
## [16] "snippet_menc"##
## en pt
## 3041 12 Verificando duplicidades e retirando artigos em PT
Foram identificados: * 1083 títulos duplicados; * 1 título em pt – Arquivo final com: 2060 observações e 16 variáveis
## Rows: 2,060
## Columns: 16
## $ Language <chr> "en", "en", "en", "en", "en", "en", "en", "en", "…
## $ cited_topics <chr> "Food | Sugar | Hepatitis E", "Cost of living | T…
## $ cited_classification <chr> "health | health>diseases and conditions | lifest…
## $ Cited_url <chr> "https://www.overton.io/document.php?policy_docum…
## $ Title_menc <chr> "seismo info 05 / 2023", "tilapia health: quo vad…
## $ Cited_doi_menc <chr> "10.1007/s00003-022-01412-x", "10.1111/tbed.14295…
## $ languages_cited_menc <chr> "fre", "eng", "eng", "eng", "por", "eng", "eng", …
## $ Source_ID_menc <chr> "adminch", "fao", "europa", "efsaeu", "iucn", "go…
## $ Source_title_menc <chr> "Government of Switzerland", "Food and Agricultur…
## $ Source_country_menc <chr> "Switzerland", "IGO", "EU", "EU", "France", "Sing…
## $ Source_type_menc <chr> "government", "igo", "government", "government", …
## $ Source_region_menc <chr> "Europe", "International Organizations", "Europe"…
## $ Published_on_menc <chr> "2023-06-30", "2023-02-14", "2022-08-16", "2021-1…
## $ Document_URL_menc <chr> "https://www.blv.admin.ch/dam/blv/fr/dokumente/le…
## $ Document_type_menc <chr> "Publication", "Publication", "Publication", "Pub…
## $ snippet_menc <chr> NA, NA, "The Amazon forest is the largest tropica…3 Combinando variáveis de interesse
Definiu-se as seguintes variáveis de interesse: 1. cited_topics 2. Title_menc 3. snippet_menc
4 Limpando a base
5 Verificando tokens
##
## 2000 2010 2020
## 15 1019 1009## # A tibble: 6 × 2
## token n
## <chr> <int>
## 1 climate change 151
## 2 medical specialties 138
## 3 clinical medicine 137
## 4 health sciences 113
## 5 health care 99
## 6 natural environment 82## # A tibble: 20 × 2
## token n
## <chr> <int>
## 1 na 1291
## 2 health 883
## 3 de 861
## 4 report 393
## 5 food 377
## 6 la 330
## 7 review 323
## 8 medicine 315
## 9 clinical 305
## 10 risk 286
## 11 assessment 265
## 12 climate 249
## 13 et 245
## 14 research 240
## 15 management 226
## 16 disease 224
## 17 sciences 222
## 18 use 221
## 19 treatment 219
## 20 development 213## # A tibble: 20 × 2
## token n
## <chr> <int>
## 1 climate change 151
## 2 medical specialties 138
## 3 clinical medicine 137
## 4 health sciences 113
## 5 health care 99
## 6 natural environment 82
## 7 search methods 82
## 8 de la 79
## 9 systematic review 73
## 10 public health 62
## 11 mental health 58
## 12 medicine health 57
## 13 human activities 56
## 14 methods searched 54
## 15 sustainable development 54
## 16 risk assessment 53
## 17 european commission 52
## 18 earth sciences 47
## 19 controlled trials 45
## 20 latin america 44## # A tibble: 20 × 2
## token n
## <chr> <int>
## 1 search methods searched 54
## 2 de lanses relatif 34
## 3 randomized controlled trial 34
## 4 canada.ca publication information 29
## 5 information bibliographic record 29
## 6 publication information bibliographic 29
## 7 publications canada.ca publication 29
## 8 clinical medicine health 27
## 9 medical specialties health 27
## 10 rapport de lanses 26
## 11 lanses relatif à 25
## 12 et rapport de 24
## 13 health sciences health 24
## 14 medicine medical specialties 24
## 15 prise en charge 24
## 16 climate change mitigation 23
## 17 clinical medicine medicine 23
## 18 methods searched cochrane 23
## 19 medical specialties clinical 22
## 20 specialties clinical medicine 226 Modelagem de tópicos
Neste processo estão sendo definidos 15 tópicos e produzindo uma visualização com os 10 primeiros tokens de maior ocorrência em cada um dos tópicos.
## <<DocumentTermMatrix (documents: 2059, terms: 16041)>>
## Non-/sparse entries: 63745/32964674
## Sparsity : 100%
## Maximal term length: 93
## Weighting : term frequency (tf)##
## 1 2 3 4 5 6 7 8 9 10
## 240 208 212 261 168 222 187 213 181 167
#Nuvem de palavras por tópicos
7 Verificando bigramas por tópico
Realiza-se uma distribuição dos principais bigramas por cada tópico afim de facilitar a análise da equipe.
##
## 1 2 3 4 5 6 7 8 9 10
## 240 208 212 261 168 222 187 213 181 167## # A tibble: 20 × 20
## Language cited_topics cited_classification Cited_url Title_menc
## <chr> <chr> <chr> <chr> <chr>
## 1 en <NA> <NA> https://… univerzit…
## 2 en <NA> <NA> https://… marija gl…
## 3 en Yttrium aluminium garnet … science and technol… https://… laser the…
## 4 en Nutrition | Essential nut… health>health treat… https://… comprehen…
## 5 en Trace (linear algebra) | … science and technol… https://… specializ…
## 6 en Leishmaniasis | Visceral … health>diseases and… https://… eurosurve…
## 7 en Urban heat island | Atmos… weather | science a… https://… guidance …
## 8 en Nattō | Nutrition | Prote… lifestyle and leisu… https://… fag barbe…
## 9 en Clinical medicine | Behav… science and technol… https://… cultures …
## 10 en Medical specialties | Bio… science and technol… https://… the human…
## 11 en National Sanitary Surveil… health | health>dis… https://… comunicad…
## 12 en Non-communicable disease … health | health>dis… https://… front-of-…
## 13 en Hypertension | Hyperchole… health | health>hea… https://… sexual id…
## 14 en Capitation (healthcare) |… science and technol… https://… supportin…
## 15 en Chemistry | Lincosamides … economy, business a… https://… selection…
## 16 en Intensive pig farming | H… health | health>dis… https://… welfare o…
## 17 en Chronic obstructive pulmo… health>diseases and… https://… managemen…
## 18 en Bone density | Osteoporos… health | health>dis… https://… consensus…
## 19 en Tsetse fly | Medical spec… science and technol… https://… bulletin …
## 20 en Health care | Epidemiolog… health>diseases and… https://… recommand…
## # ℹ 15 more variables: Cited_doi_menc <chr>, languages_cited_menc <chr>,
## # Source_ID_menc <chr>, Source_title_menc <chr>, Source_country_menc <chr>,
## # Source_type_menc <chr>, Source_region_menc <chr>, Published_on_menc <chr>,
## # Document_URL_menc <chr>, Document_type_menc <chr>, snippet_menc <chr>,
## # combinada <chr>, ano <dbl>, decada <dbl>, topico <int>