Published July 4, 2023
| Version v1
Journal article
Open
Relationship between Journal Impact Factor and the Thoroughness and Helpfulness of Peer Reviews
Description
This repository contains the code and data used to reproduce summary statistics, plots, and tables reported in the main paper and SI Files of the paper “Relationship between Journal Impact Factor and the Thoroughness and Helpfulness of Peer Reviews”, published in PLoS Biology.
Due to Clarivate’s/Publons’ data-sharing policies, we cannot upload datasets containing the review texts. However, we provide the entire code to ensure transparency regarding the workflow and classification. We release the fine-tuned DistilBERT models in this repository. The repository also contains all outputs (i.e., tables and plots). The file 000_README.pdf contains detailed instructions on the files. The file 00_tutorial_apply_models.html shows how to apply the eight classifiers to sentences and store the predicted class for the eight content categories.
Files
000_README.pdf
Files
(2.0 GB)
| Name | Size | Download all |
|---|---|---|
|
md5:1aa19edb305e8c7c05d2910dfccc0e05
|
86.6 kB | Preview Download |
|
md5:988ddb71965a70e6db820f19843603ea
|
947.5 kB | Download |
|
md5:d4e59c9e3305790d3d0a220219f7fd2d
|
52.1 kB | Download |
|
md5:eaef0bb11a51df10e6ed35b0b869be1a
|
10.1 kB | Download |
|
md5:9c5032c849246c2f9bc22844a75acab2
|
16.9 kB | Download |
|
md5:46294dfa2d1292271097443d3ea29b0f
|
39.7 kB | Download |
|
md5:f05da7d4412886634b44f9a08b578313
|
3.2 MB | Preview Download |
|
md5:8ef86e5a3beffa1194e6ed39f7e871d3
|
56.4 kB | Download |
|
md5:bc086bb90b737718d0ede7b67024f376
|
55.9 kB | Download |
|
md5:d493823edf085e33e418bf642fc01f92
|
242.2 kB | Preview Download |
|
md5:d2737ce9347aebcb9e723691a2ceee62
|
322 Bytes | Preview Download |
|
md5:4adfed2145be12d20656fedcf63d0717
|
2.0 GB | Preview Download |
|
md5:f9328e1bc240f627d8968f7c62436e8d
|
410.2 kB | Preview Download |
|
md5:798d8b0193c2c0701db548ba58fbdaab
|
599.1 kB | Preview Download |
|
md5:af1597a843ebc948e3067a471f232036
|
639.6 kB | Preview Download |
|
md5:f5abaeed4022766e375e31ce33e0b486
|
494.2 kB | Preview Download |
|
md5:9cff62fd8148a0b58d8bc14158a7871e
|
531.8 kB | Preview Download |
|
md5:92ac4c5f2b0e26952b58131d14927fe5
|
314.1 kB | Preview Download |
|
md5:0bc695e2b7064aba0438115c9c18ab1b
|
123.1 kB | Preview Download |
|
md5:9257f5139ec458c116c33273c80c4228
|
187.2 kB | Preview Download |
|
md5:6070d377a19cecf871ce3c02653d7e2c
|
273.8 kB | Preview Download |
|
md5:6d17685bb589ff1d00f24cb6fe3fa5f3
|
112.2 kB | Preview Download |
|
md5:29253f52aed853d4d481f91ea303d12d
|
390.3 kB | Preview Download |
|
md5:57c596d98fac658da4af3c4ea40c547b
|
445.8 kB | Preview Download |
|
md5:f80d6a535ddcf88ed0a5f93becbb81b3
|
395.7 kB | Preview Download |
|
md5:56d4ebcaba3a13ba07096d4832ef6282
|
419.6 kB | Preview Download |
|
md5:4860af57a8c21c568ea110779ff213d4
|
394.2 kB | Preview Download |
|
md5:4cab8a026c2cb7dabff00291e0fa2038
|
443.5 kB | Preview Download |
|
md5:81d5af2db075abdd0f8ed89487425fe6
|
422.4 kB | Preview Download |
|
md5:d318a26a4bbd2d5235348d467b2452bf
|
405.4 kB | Preview Download |
|
md5:dacfaf8be4ca7b57c398a24b2046e204
|
476.3 kB | Preview Download |
|
md5:b94c1442dff89f68d8126740c2c37744
|
449.9 kB | Preview Download |
|
md5:26e4e76dd0d6681c8a0d3309ffee5dde
|
1.4 kB | Download |
|
md5:62004b95a48eb4d24c320de7819d4ea4
|
3.5 MB | Download |
|
md5:92e80d4600898393af61e31c271884b0
|
1.5 MB | Download |
|
md5:283f9c128eecaa99a9f63cbb65cb12a2
|
1.7 MB | Download |
|
md5:11c25e7b404c5aae203ee3ef34a98b42
|
11.9 kB | Download |
|
md5:231cc1a47548bb0c1db4927f31c2f4a2
|
13.2 kB | Download |
|
md5:1a04c6c263926e02e196bd00231c981a
|
9.4 kB | Download |
|
md5:b031051fdd8ebcb25192fab29efcde58
|
6.6 kB | Download |
|
md5:1606582d43934f82945553eb8cc89f83
|
6.7 kB | Download |
|
md5:6449a50750d82a23b32d9410f846e8c0
|
7.8 kB | Download |
|
md5:25ada4aa44a6d35e00c8eadc7f938418
|
6.8 kB | Download |
|
md5:1bb4608699b3c742664e50c488de931b
|
11.9 kB | Download |
|
md5:d4757038ec0115726b8f80e8d43f60d6
|
13.2 kB | Download |
|
md5:a62b50b500c18682115101727a249ebb
|
11.9 kB | Download |
|
md5:24429b041ac95ea629587366704a6680
|
13.2 kB | Download |
|
md5:9737da69149733d7f6db605e146a7470
|
11.9 kB | Download |
|
md5:3e68b63df3967677f44f8a0231c8ca76
|
13.2 kB | Download |
|
md5:1e585cc17e797e23fc7b7e1e22fefa77
|
11.9 kB | Download |
|
md5:70f7ae92c94a1f0fe6156220d5db6712
|
11.9 kB | Download |
|
md5:01a057ebf78a548bf97bb5ddba978074
|
13.3 kB | Download |
|
md5:41b469f9bcb93b1c49039ff7b9af40b7
|
13.2 kB | Download |
|
md5:dbc168605ca74cd77acc51814f04fd2d
|
3.5 kB | Preview Download |
|
md5:fcc0274ce7429809ac58f7bc369f6310
|
3.8 kB | Download |
|
md5:d3789e0879a18343ec8d4cb029f05f84
|
4.4 kB | Download |
|
md5:7420357bcd17d5cd3713af9d5a9a0981
|
6.2 kB | Download |
|
md5:d31c4469742cbfca079b569429c87394
|
7.0 kB | Download |
|
md5:4835fd9772acacff282358d8c912fa67
|
7.0 kB | Download |
|
md5:b6de1bef08002a68af7dd0b23f384c41
|
7.2 kB | Download |
|
md5:7007ea592fe5511a2b34a4435018982d
|
7.0 kB | Download |
|
md5:d1be43a318d8162d17a9e9653839f1fd
|
6.9 kB | Download |
|
md5:d2739a44fbc0b07c36d22ea1045e136f
|
6.8 kB | Download |
|
md5:10d2749912e039d15c9b3524954bf6fc
|
7.4 kB | Download |
|
md5:3ce10d95cf8338723f9b708bd5d13f38
|
7.3 kB | Download |
|
md5:aa9afe270f17d146b592cc6c96b52de7
|
6.7 kB | Download |
|
md5:16ef46acfa9fce59aa3fd86b85011036
|
6.6 kB | Download |
|
md5:033b8685599fe27f9a3c46bdb86f4f22
|
7.0 kB | Download |
|
md5:ea1025ec79cca9af10c8353cd3b1afd4
|
6.8 kB | Download |
|
md5:ab85a53259993c05dacc0862f54bc808
|
11.1 kB | Download |
|
md5:4f19445634563f6c5c251d53782f7e9a
|
10.9 kB | Download |
|
md5:81c5d92d40a4afcfce31429d5d23815e
|
10.9 kB | Download |
|
md5:5f7c129c13eb0dcaf0deec9706a77581
|
10.5 kB | Download |
|
md5:fce7fbd33bf34cc7a3a10cffc20ece47
|
6.9 kB | Download |
|
md5:95dfd9675dc338553c39d81dbf8533e2
|
7.0 kB | Download |
|
md5:7203f974cbc4b3fe30438f2e128041cd
|
6.7 kB | Download |
|
md5:55951a96c9a1a3578d869cadb20c9af8
|
6.9 kB | Download |
|
md5:d39aa7f5d07008fe7d528f3939b382ba
|
7.1 kB | Download |
|
md5:9424139c75928e257c46d63bb799cae5
|
7.1 kB | Download |
|
md5:4c8f19d72b954b77928750297e395b60
|
6.7 kB | Download |
|
md5:c2ef1e4569309d360d1558e09bc19a75
|
6.9 kB | Download |
|
md5:d1202f3f366dff08142bdca34de37970
|
3.6 kB | Download |
|
md5:9052b29f6034b6c383db6d8fb7427516
|
3.6 kB | Download |
|
md5:d071fdaa19625faa79f76ff6451b5032
|
3.9 kB | Download |
|
md5:6d422265659632f75140b0b90322cae6
|
3.9 kB | Download |
