Location via proxy:   [ UP ]  
[Report a bug]   [Manage cookies]                
fatcat! About Guide Changelog
Login/Signup

Regularity Normalization: Neuroscience-Inspired Unsupervised Attention across Neural Network Layers release_2m6wl4xsrbeixiysjgwgkld2xu

by Baihan Lin

Entity Metadata (schema)

abstracts[] {'sha1': 'bee88ed307afc0967641e2e5f6a014e44d688131', 'content': 'Inspired by the adaptation phenomenon of neuronal firing, we propose the regularity normalization (RN) as an unsupervised attention mechanism (UAM) which computes the statistical regularity in the implicit space of neural networks under the Minimum Description Length (MDL) principle. Treating the neural network optimization process as a partially observable model selection problem, the regularity normalization constrains the implicit space by a normalization factor, the universal code length. We compute this universal code incrementally across neural network layers and demonstrate the flexibility to include data priors such as top-down attention and other oracle information. Empirically, our approach outperforms existing normalization methods in tackling limited, imbalanced and non-stationary input distribution in image classification, classic control, procedurally-generated reinforcement learning, generative modeling, handwriting generation and question answering tasks with various neural network architectures. Lastly, the unsupervised attention mechanisms is a useful probing tool for neural networks by tracking the dependency and critical learning stages across layers and recurrent time steps of deep networks.', 'mimetype': 'application/xml+jats', 'lang': None}
container {'state': 'active', 'ident': '4d3elkqvznfzho6ki7a35bt47u', 'revision': '947a4cda-25c3-4ddf-84f6-fb9c91213992', 'redirect': None, 'extra': {'abbrev': 'Entropy (Basel)', 'country': 'ch', 'default_license': 'CC-BY', 'doaj': {'archive': ['CLOCKSS'], 'as_of': '2022-07-06', 'default_license': 'CC-BY', 'seal': True}, 'kbart': {'clockss': {'year_spans': [[1999, 2022]]}}, 'languages': ['en'], 'publisher_type': 'oa', 'road': {'as_of': '2018-01-24'}, 'sherpa_romeo': {'color': 'green'}, 'urls': ['http://www.e-helvetica.nb.admin.ch/directAccess?callnumber=bel-155606', 'https://www.mdpi.com/journal/entropy', 'http://nbn-resolving.de/urn/resolver.pl?urn=urn:nbn:ch:bel-155606']}, 'edit_extra': None, 'name': 'Entropy', 'container_type': None, 'publication_status': None, 'publisher': 'MDPI AG', 'issnl': '1099-4300', 'issne': '1099-4300', 'issnp': None, 'wikidata_qid': 'Q3011618'}
container_id 4d3elkqvznfzho6ki7a35bt47u
contribs[] {'index': 0, 'creator_id': 'nqmyekhdwbavrjkbmgcujfxyvy', 'creator': {'state': 'active', 'ident': 'nqmyekhdwbavrjkbmgcujfxyvy', 'revision': 'ceecd91f-4884-466e-9fe8-dd73d5ca44ee', 'redirect': None, 'extra': None, 'edit_extra': None, 'display_name': 'Baihan Lin', 'given_name': 'Baihan', 'surname': 'Lin', 'orcid': '0000-0002-7979-5509', 'wikidata_qid': None}, 'raw_name': 'Baihan Lin', 'given_name': 'Baihan', 'surname': 'Lin', 'role': 'author', 'raw_affiliation': None, 'extra': {'seq': 'first'}}
ext_ids {'doi': '10.3390/e24010059', 'wikidata_qid': None, 'isbn13': None, 'pmid': '35052085', 'pmcid': 'PMC8774926', 'core': None, 'arxiv': None, 'jstor': None, 'ark': None, 'mag': None, 'doaj': None, 'dblp': None, 'oai': None, 'hdl': None}
files[] {'state': 'active', 'ident': 'hzxgodewxvbjjlemelwyofejrq', 'revision': '2f974e1f-eea2-454b-a081-873ffe4f0282', 'redirect': None, 'extra': None, 'edit_extra': None, 'size': 12597766, 'md5': '14f16a1812956159a73409e82d92b3a1', 'sha1': 'bbfff998f9484ace79cae4c4093f512f5ebc1b7f', 'sha256': 'dbaf27527a995603ce0449de4a1ba13b3314251b038885710104e8e217d21c1a', 'urls': [{'url': 'https://mdpi-res.com/d_attachment/entropy/entropy-24-00059/article_deploy/entropy-24-00059-v2.pdf?version=1640931684', 'rel': 'publisher'}, {'url': 'https://web.archive.org/web/20220424173808/https://mdpi-res.com/d_attachment/entropy/entropy-24-00059/article_deploy/entropy-24-00059-v2.pdf?version=1640931684', 'rel': 'webarchive'}], 'mimetype': 'application/pdf', 'content_scope': None, 'release_ids': ['2m6wl4xsrbeixiysjgwgkld2xu'], 'releases': None}
filesets []
issue 1
language en
license_slug CC-BY
number
original_title
pages 59
publisher MDPI AG
refs[] {'index': 0, 'target_release_id': 'cv36wghz7zhahlwiv6jraxftza', 'extra': {'pmid': '33434123', 'unstructured': 'IEEE Trans Pattern Anal Mach Intell. 2021 Jan 12;PP:'}, 'key': None, 'year': None, 'container_name': None, 'title': None, 'locator': None}
{'index': 1, 'target_release_id': 'cw4upsrbhfb4jbpjd5sw4vlpqa', 'extra': {'pmid': '29073108', 'unstructured': 'Proc Natl Acad Sci U S A. 2017 Oct 24;114(43):E9115-E9124'}, 'key': None, 'year': None, 'container_name': None, 'title': None, 'locator': None}
{'index': 2, 'target_release_id': 'yikwc4h5yvfj7gwzlimtw5n6ai', 'extra': {'pmid': '27683554', 'unstructured': 'Front Comput Neurosci. 2016 Sep 14;10:94'}, 'key': None, 'year': None, 'container_name': None, 'title': None, 'locator': None}
{'index': 3, 'target_release_id': 'fsoyqta4ozhfrkavoeycr3selu', 'extra': {'pmid': '32275607', 'unstructured': 'IEEE Trans Neural Netw Learn Syst. 2021 Feb;32(2):663-674'}, 'key': None, 'year': None, 'container_name': None, 'title': None, 'locator': None}
{'index': 4, 'target_release_id': 'li2grnvddzg53cu5dp5ncsfg5i', 'extra': {'pmid': '30738835', 'unstructured': 'Prog Neurobiol. 2019 Apr;175:126-137'}, 'key': None, 'year': None, 'container_name': None, 'title': None, 'locator': None}
{'index': 5, 'target_release_id': 'opxh36rdazawtipyqpkurgjjtu', 'extra': {'pmid': '31329548', 'unstructured': 'IEEE Trans Pattern Anal Mach Intell. 2022 Feb;44(2):636-647'}, 'key': None, 'year': None, 'container_name': None, 'title': None, 'locator': None}
{'index': 6, 'target_release_id': 'mjlyu2ptdrdkvjtrcybjarbmku', 'extra': {'pmid': '28728020', 'unstructured': 'Neuron. 2017 Jul 19;95(2):245-258'}, 'key': None, 'year': None, 'container_name': None, 'title': None, 'locator': None}
{'index': 7, 'target_release_id': 'telj2axt7zef5oo2pjq3554hqm', 'extra': {'pmid': '10035458', 'unstructured': 'Phys Rev Lett. 1987 Nov 9;59(19):2229-2232'}, 'key': None, 'year': None, 'container_name': None, 'title': None, 'locator': None}
{'index': 8, 'target_release_id': 'qxgf3nz2tngthbyperlz2mhf2i', 'extra': {'pmid': '5761934', 'unstructured': 'J Physiol. 1969 Jan;200(1):11P-13P'}, 'key': None, 'year': None, 'container_name': None, 'title': None, 'locator': None}
{'index': 9, 'target_release_id': 'wjw5ewsfsfbprgx42yudsrxsse', 'extra': {'pmid': '25247371', 'unstructured': 'Curr Biol. 2014 Sep 22;24(18):R921-R929'}, 'key': None, 'year': None, 'container_name': None, 'title': None, 'locator': None}
{'index': 10, 'target_release_id': 'bk2zayqifva33bzyhvbl7hawme', 'extra': {'pmid': '32663439', 'unstructured': 'Neuron. 2020 Aug 19;107(4):603-616'}, 'key': None, 'year': None, 'container_name': None, 'title': None, 'locator': None}
{'index': 11, 'target_release_id': 'lif42luawfenpmpynvn2d6hn4y', 'extra': {'pmid': '11087001', 'unstructured': 'Neuron. 2000 Oct;28(1):287-98'}, 'key': None, 'year': None, 'container_name': None, 'title': None, 'locator': None}
release_date 2021-12-28
release_stage published
release_type article-journal
release_year 2021
subtitle
title Regularity Normalization: Neuroscience-Inspired Unsupervised Attention across Neural Network Layers
version
volume 24
webcaptures[] {'state': 'active', 'ident': 'pqyueuhovvgkhgjdtjuwkunocy', 'revision': 'b9bdb043-9593-46ed-ada5-ddc5e86eeb0f', 'redirect': None, 'extra': None, 'edit_extra': None, 'cdx': [{'surt': 'com,mdpi)/1099-4300/24/1/59/htm', 'timestamp': datetime.datetime(2022, 8, 7, 21, 23, 2, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/1099-4300/24/1/59/htm', 'mimetype': 'text/html', 'status_code': 200, 'size': 366246, 'sha1': '068a8f9ed22bbed8a2168ac8f027315fe91ab34e', 'sha256': '04ba5bc4b566d4bf39c9ce1c8d9c4917d741b8453002097c651fed0ee986c7e8'}, {'surt': 'com,mdpi)/assets/js/jquery-ui-1.12.0.min.js?4c2c52cc11e5a28d', 'timestamp': datetime.datetime(2022, 8, 9, 3, 52, 49, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/assets/js/jquery-ui-1.12.0.min.js?4c2c52cc11e5a28d', 'mimetype': 'text/plain', 'status_code': None, 'size': 68298, 'sha1': 'aede9fb0e962b282fec38a12b2957cf6b5e7e24c', 'sha256': 'a10ce75f8ede49c758b7a36be21c9cfbad74a77e17f4b4508f82b13949dafb2e'}, {'surt': 'com,mdpi)/assets/js/xmltohtml/magnific-popup.js?4a09c18460afb26c', 'timestamp': datetime.datetime(2022, 8, 9, 22, 51, 28, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/assets/js/xmltohtml/magnific-popup.js?4a09c18460afb26c', 'mimetype': 'text/plain', 'status_code': None, 'size': 29493, 'sha1': '62ac5414d76d2277b0c4077a963fb03af9818876', 'sha256': '2eeafd33dcc4a544f818db221a018d510d1fd5160c5fba9157c0bd31db699540'}, {'surt': 'com,mdpi)/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g0a7.png', 'timestamp': datetime.datetime(2022, 8, 7, 21, 24, 58, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g0A7.png', 'mimetype': 'image/png', 'status_code': None, 'size': 127714, 'sha1': '1927ae2e5814a658fc9f80225bbc82cf6e59634a', 'sha256': '8c6b464629603b1ef3b06608a85ec057f5f509081f767ab84d7ed04ef60f984f'}, {'surt': 'com,mdpi)/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g0a4-550.jpg', 'timestamp': datetime.datetime(2022, 8, 7, 21, 24, 15, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g0A4-550.jpg', 'mimetype': 'image/jpeg', 'status_code': None, 'size': 97669, 'sha1': '8bf6dd7a6e6e12376cf0bc6270ff81fdcd4be775', 'sha256': '141ea64040fca051bb62bfa4c00119c50e7956daa6c1003a553a9a512c8f2019'}, {'surt': 'com,mdpi)/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g0a3-550.jpg', 'timestamp': datetime.datetime(2022, 8, 7, 21, 24, 11, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g0A3-550.jpg', 'mimetype': 'image/jpeg', 'status_code': None, 'size': 34944, 'sha1': '5108e1d3cb265eff78076a5f82a20d5071994d18', 'sha256': '880cc83db64b1b3941c1de8e81d0172e554fd74ff0b289a91a5b00fc22a6d629'}, {'surt': 'com,mdpi)/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g0a8a.png', 'timestamp': datetime.datetime(2022, 8, 7, 21, 24, 15, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g0A8a.png', 'mimetype': 'image/png', 'status_code': None, 'size': 1199892, 'sha1': 'c6c682815c83e565948745f33d24ca944e5b8b13', 'sha256': '61d49410a27ae6c284e65d015863e8f57018b437310ac3ce87420b8b817a4d06'}, {'surt': 'com,mdpi)/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g0a9-550.jpg', 'timestamp': datetime.datetime(2022, 8, 7, 21, 24, 27, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g0A9-550.jpg', 'mimetype': 'image/jpeg', 'status_code': None, 'size': 83073, 'sha1': 'bb019f6a6458db22ddf12584078ef60c10af6b91', 'sha256': '0d29201adcc18ee770b0381bcc3122d22b19bf36191a46c610ec815f95eddd14'}, {'surt': 'com,mdpi)/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g001.png', 'timestamp': datetime.datetime(2022, 8, 7, 21, 24, 6, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g001.png', 'mimetype': 'image/png', 'status_code': None, 'size': 576207, 'sha1': 'e8cba1defb6e5ed97c9ee0b1ad7cf1f2d8ce35a5', 'sha256': '03e4494361d35bacf55a4d746b08a64ad6fce64372caa00532443a12ebe78bc0'}, {'surt': 'com,mdpi)/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g005-550.jpg', 'timestamp': datetime.datetime(2022, 8, 7, 22, 33, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g005-550.jpg', 'mimetype': 'image/jpeg', 'status_code': None, 'size': 92209, 'sha1': 'bb3821a60f082717e8350870bb0e59d16fb785de', 'sha256': '95c183485be592067644660b233f64c51b4bf5625010356d54dd373b8b2590c3'}, {'surt': 'com,mdpi)/assets/css/jquery-ui-1.10.4.custom.min.css?80647d88647bf347', 'timestamp': datetime.datetime(2022, 8, 9, 20, 36, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/assets/css/jquery-ui-1.10.4.custom.min.css?80647d88647bf347', 'mimetype': 'application/octet-stream', 'status_code': None, 'size': 3457, 'sha1': 'cdc82863f3e92994f577fdd089acfb30474e149e', 'sha256': 'bef7912fa6f27dc6019bf826cc7394143895f39f85679759c589d63c28da800f'}, {'surt': 'com,mdpi)/assets/css/xml2html/article-html.css?ada6deec388bbc45', 'timestamp': datetime.datetime(2022, 8, 9, 21, 3, 40, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/assets/css/xml2html/article-html.css?ada6deec388bbc45', 'mimetype': 'text/plain', 'status_code': None, 'size': 23549, 'sha1': 'e430506471e27c405e6278f5570a9d1d770ff018', 'sha256': 'e67a857e9b89bfd6c53c6eb6cb122f1eed657cd61415082bddd0e7136e6de404'}, {'surt': 'com,mdpi)/img/journals/entropy-logo.png?8600e93ff98dbf14', 'timestamp': datetime.datetime(2022, 8, 1, 18, 22, 1, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/img/journals/entropy-logo.png?8600e93ff98dbf14', 'mimetype': 'image/png', 'status_code': None, 'size': 5359, 'sha1': 'e166d4e01de8b136ef55b32e75396eabb6ac4a5b', 'sha256': '1d303cb95b326b199273ed29467644529d53a9a247edf25f697356c259483558'}, {'surt': 'com,mdpi)/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g002-550.jpg', 'timestamp': datetime.datetime(2022, 8, 7, 22, 32, 32, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g002-550.jpg', 'mimetype': 'image/jpeg', 'status_code': None, 'size': 39296, 'sha1': '1ef4afa4584d31c8d3f493faac798b58975cd70c', 'sha256': 'cc37e7d2c9c4db11fd06b285f6bf82ca89af204e6296832cc7265bcc8c704985'}, {'surt': 'com,mdpi)/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g007-550.jpg', 'timestamp': datetime.datetime(2022, 8, 7, 22, 33, 5, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g007-550.jpg', 'mimetype': 'image/jpeg', 'status_code': None, 'size': 96223, 'sha1': '98ea354da2b852662f93cd0ab5201faa135589e3', 'sha256': '2925553bb841775abff362b9c81937737ece70d2e90502b0e04688de84fbd332'}, {'surt': 'com,mdpi)/assets/js/foundation-5.5.3.min.js?6b2ec41c18b29054', 'timestamp': datetime.datetime(2022, 8, 8, 21, 57, 22, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/assets/js/foundation-5.5.3.min.js?6b2ec41c18b29054', 'mimetype': 'text/html', 'status_code': None, 'size': 109102, 'sha1': '0d7757ec88f602ab6025a2ba4099c6da3c1f232e', 'sha256': 'da21c42604fc0907956992dc8b2d0ba4871d34819b9e747afbe9294401255f83'}, {'surt': 'com,mdpi)/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g007.png', 'timestamp': datetime.datetime(2022, 8, 7, 21, 25, 10, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g007.png', 'mimetype': 'image/png', 'status_code': None, 'size': 1241591, 'sha1': 'b5cd139c585a48716d84b2710547a3294fc85d2b', 'sha256': '66aba68f228063f536c3ee5952e5c3fbcb365541e6ed3676af0d8ddbd8feaafc'}, {'surt': 'com,mdpi)/assets/js/xmltohtml/affix.js?ac4ea55275297c15', 'timestamp': datetime.datetime(2022, 8, 8, 21, 57, 22, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/assets/js/xmltohtml/affix.js?ac4ea55275297c15', 'mimetype': 'text/plain', 'status_code': None, 'size': 3325, 'sha1': 'fd5676fe0e041da8951a57b02d932e233b062563', 'sha256': '7d5796c69d9ef5e1085371c390041c65454d05c1f8e6f9cbcdd6a72537d78bdb'}, {'surt': 'com,mdpi)/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g0a2.png', 'timestamp': datetime.datetime(2022, 8, 7, 22, 32, 9, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g0A2.png', 'mimetype': 'image/png', 'status_code': None, 'size': 1247860, 'sha1': 'a6923634f75d4c6bc920d0d52be5cde79c802db1', 'sha256': '17acda2aa33beab152e8901ab53a26495c571f5e9740978fe9184e7dd0a3fe14'}, {'surt': 'com,mdpi)/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g0a9.png', 'timestamp': datetime.datetime(2022, 8, 7, 21, 24, 32, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g0A9.png', 'mimetype': 'image/png', 'status_code': None, 'size': 1543301, 'sha1': '528a5784eaf616d3d0a26f2464f3923181971857', 'sha256': '600995d16317d22fb57e7529f78a707c735b4ed8950d3f997a7142a749c93677'}, {'surt': 'com,mdpi)/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g006-550.jpg', 'timestamp': datetime.datetime(2022, 8, 7, 21, 24, 23, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g006-550.jpg', 'mimetype': 'image/jpeg', 'status_code': None, 'size': 95500, 'sha1': 'd65d4b81e958f0bb1faf974673f95c577d740856', 'sha256': '07a5130879137d133077468e579f2e6c15acd60dd8c56a5022ba572858d83e7a'}, {'surt': 'com,mdpi)/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g003-550.jpg', 'timestamp': datetime.datetime(2022, 8, 7, 21, 24, 10, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g003-550.jpg', 'mimetype': 'image/jpeg', 'status_code': None, 'size': 71019, 'sha1': '4e8156a5a5245013f167afdfce8f7677ac0f8436', 'sha256': '9f00208b5a90a222e2eb726a875b47a9f7ce8a963c843caaa6739dc3165cbd72'}, {'surt': 'com,mdpi)/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g0a2-550.jpg', 'timestamp': datetime.datetime(2022, 8, 7, 22, 31, 40, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g0A2-550.jpg', 'mimetype': 'image/jpeg', 'status_code': None, 'size': 95598, 'sha1': 'fdbf487d108e15bbb521a8dabb51ac4a07e78565', 'sha256': 'e6296d1504da20e5be470829f5bfe46cc1e16fe4229c9d665f27dc304bae0136'}, {'surt': 'com,mdpi)/assets/css/jquery.multiselect.css?f56c135cbf4d1483', 'timestamp': datetime.datetime(2022, 8, 9, 16, 43, 25, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/assets/css/jquery.multiselect.css?f56c135cbf4d1483', 'mimetype': 'text/plain', 'status_code': None, 'size': 2118, 'sha1': '7c056ff5a2a44be105ab51bd073f701053b1c8df', 'sha256': '86ea4ff28187ba50cc35c14c13c02f0e85dae1f8b62cf49e2797cdd01a528a58'}, {'surt': 'com,mdpi)/assets/js/xmltohtml/articles.js?a87788b81891bfc0', 'timestamp': datetime.datetime(2022, 8, 9, 22, 51, 32, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/assets/js/xmltohtml/articles.js?a87788b81891bfc0', 'mimetype': 'text/plain', 'status_code': None, 'size': 26609, 'sha1': '3aead24b97e63080ed1889389a08eb1622fc2a0b', 'sha256': 'e69651b71bfa3f7a4562e3ad236dddf369252ed0c661c4f0e6b434dac5725a3e'}, {'surt': 'com,mdpi)/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g002.png', 'timestamp': datetime.datetime(2022, 8, 7, 22, 32, 38, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g002.png', 'mimetype': 'image/png', 'status_code': None, 'size': 29916, 'sha1': 'ba98870dfd3a195c489df93d43279050ebb79232', 'sha256': 'ac2be08d77bf6cd42a5e5e5c67f34e6dfc673a94dc656981eb3469ca85e3444f'}, {'surt': 'com,mdpi)/img/design/mdpi-pub-logo-blue-small4.png?fff78193ca41c286', 'timestamp': datetime.datetime(2022, 8, 7, 17, 23, 35, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/img/design/mdpi-pub-logo-blue-small4.png?fff78193ca41c286', 'mimetype': 'image/png', 'status_code': None, 'size': 2957, 'sha1': '9123c713ad23e9b2f354378e4479d2a60ce370f0', 'sha256': 'ab8ca0613691cc5ba7224b0314b85fb3b1350b6a85fc55b1484732fefb449c14'}, {'surt': 'com,mdpi)/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g003.png', 'timestamp': datetime.datetime(2022, 8, 7, 21, 24, 24, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g003.png', 'mimetype': 'image/png', 'status_code': None, 'size': 71099, 'sha1': '7a57382086cfad6af00d761bf5d76c451a27a30e', 'sha256': '971a4955195738aaf125908b2a6a407cb3c6bec7130b9b104910212248122d8f'}, {'surt': 'com,mdpi)/img/table.png', 'timestamp': datetime.datetime(2022, 8, 9, 20, 36, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/img/table.png', 'mimetype': 'image/webp', 'status_code': None, 'size': 126, 'sha1': 'e280f8a7c0988ce462d6864b4fadb5c11d290eac', 'sha256': '4b8cb4cdcdb777500f476072b1f84a678bd96a2c2384d00d352ec184b83d6fa9'}, {'surt': 'com,mdpi)/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g0a1.png', 'timestamp': datetime.datetime(2022, 8, 7, 21, 23, 35, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g0A1.png', 'mimetype': 'image/png', 'status_code': None, 'size': 806062, 'sha1': '6adefbbf3fdbfbef44ac0880abe38b368436b74a', 'sha256': 'a9870de0b1db4b310e6efcfa00148877a1a317b52c173e6df55002d14e6d5cc7'}, {'surt': 'com,mdpi)/assets/js/jquery.cycle2.min.js?63413052928f97ee', 'timestamp': datetime.datetime(2022, 8, 9, 3, 4, 50, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/assets/js/jquery.cycle2.min.js?63413052928f97ee', 'mimetype': 'text/plain', 'status_code': None, 'size': 22941, 'sha1': '42aa383011b88a69d5f5a56d1c7afccf21266a4a', 'sha256': 'df84cf8f25e5273c77dc00582c17bfdeed61700f14865355cd3995fac575425d'}, {'surt': 'com,mdpi)/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g004.png', 'timestamp': datetime.datetime(2022, 8, 7, 22, 32, 54, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g004.png', 'mimetype': 'image/png', 'status_code': None, 'size': 590420, 'sha1': '24bde47a47fa867cb3396398bfadbf9fc63a2aa1', 'sha256': '4f4e889e20c60189379186142729b37085f7dfaad4d7eba7aa089f112206c6c7'}, {'surt': 'com,mdpi)/assets/js/foundation-5.5.3.equalizer.min.js?0f6c549b75ec554c', 'timestamp': datetime.datetime(2022, 8, 9, 3, 52, 40, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/assets/js/foundation-5.5.3.equalizer.min.js?0f6c549b75ec554c', 'mimetype': 'text/plain', 'status_code': None, 'size': 1691, 'sha1': '912da66c86ab51caee85818de7526d87f3e44f02', 'sha256': '39f69f8ba25e66406bab718fd4eb40525cfff46fe0cf857d47e62671eb4e645e'}, {'surt': 'com,mdpi)/assets/js/modernizr-2.8.3.min.js?5227e0738f7f421d', 'timestamp': datetime.datetime(2022, 8, 8, 21, 14, 52, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/assets/js/modernizr-2.8.3.min.js?5227e0738f7f421d', 'mimetype': 'text/html', 'status_code': None, 'size': 11085, 'sha1': '69cdd88e4b3ba6a9aca091ecbd79c20466d29620', 'sha256': 'c36f7648af2a5be2503b3c9564a037e22147f97005ad8b1dfa3ce2136f18060a'}, {'surt': 'com,mdpi)/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g0a3.png', 'timestamp': datetime.datetime(2022, 8, 7, 21, 24, 50, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g0A3.png', 'mimetype': 'image/png', 'status_code': None, 'size': 126859, 'sha1': '5a8071d9306bd28874abe532ca34983c6f3831d3', 'sha256': '521e24b3af1b88b225f9371b0ad456e84c6e6b689df32f7f9607787f0b2bd6e3'}, {'surt': 'com,mdpi)/assets/js/xmltohtml/storage.js?e9b262d3a3476d25', 'timestamp': datetime.datetime(2022, 8, 9, 22, 51, 26, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/assets/js/xmltohtml/storage.js?e9b262d3a3476d25', 'mimetype': 'text/plain', 'status_code': None, 'size': 1592, 'sha1': '83ca6817d4c7664cc4277b588ca0990b9deb7aa2', 'sha256': '8e735b2c7e2e5943e84bf3a325c70e81dd3465a8cdb401955723f38b5da04cfa'}, {'surt': 'com,mdpi)/assets/js/jquery-1.12.4.min.js?4f252523d4af0b47', 'timestamp': datetime.datetime(2022, 8, 9, 3, 4, 38, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/assets/js/jquery-1.12.4.min.js?4f252523d4af0b47', 'mimetype': 'text/plain', 'status_code': None, 'size': 97163, 'sha1': '5a9dcfbef655a2668e78baebeaa8dc6f41d8dabb', 'sha256': '668b046d12db350ccba6728890476b3efee53b2f42dbb84743e5e9f1ae0cc404'}, {'surt': 'com,mdpi)/assets/js/mdpi.js?5eb1824a20c5547f', 'timestamp': datetime.datetime(2022, 8, 8, 21, 57, 22, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/assets/js/mdpi.js?5eb1824a20c5547f', 'mimetype': 'text/plain', 'status_code': None, 'size': 14013, 'sha1': '4e812d924347222010fd758a84bbd96039c62bdb', 'sha256': '48a711e833a4820eecf5535a99bbdfd4001366fdbe5ac078c9da853c85ec8ae2'}, {'surt': 'com,mdpi)/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g004-550.jpg', 'timestamp': datetime.datetime(2022, 8, 7, 22, 32, 48, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g004-550.jpg', 'mimetype': 'image/jpeg', 'status_code': None, 'size': 87605, 'sha1': '7ea298e46d346d12d93d2132ca21d483faa631ad', 'sha256': '8f84708bda81538dae03fedd95a1e39367c9034dbd8abd1c3226e1fdc2c8d14c'}, {'surt': 'com,mdpi)/assets/js/jquery.multiselect.js?0edd3998731d1091', 'timestamp': datetime.datetime(2022, 8, 8, 21, 57, 22, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/assets/js/jquery.multiselect.js?0edd3998731d1091', 'mimetype': 'text/plain', 'status_code': None, 'size': 14619, 'sha1': 'e8d2a2fd013658aefc1a32b1f37f236482675f8b', 'sha256': 'af917ca5d6f27a9f0a94e7ae69d9fd17b286eda802e436470ad2994bc60c817d'}, {'surt': 'com,mdpi)/assets/js/lib.js?94a3c174c1c33e51', 'timestamp': datetime.datetime(2022, 8, 9, 3, 52, 44, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/assets/js/lib.js?94a3c174c1c33e51', 'mimetype': 'text/plain', 'status_code': None, 'size': 142044, 'sha1': 'f17b93ce57e83e2fd0e77398c5e9d1a8fd7cfaf3', 'sha256': '1ed808b3c74cf5c1230e04eaa3b606fd9d657fc595422937d4520f0d675f9d56'}, {'surt': 'com,mdpi)/bundles/mdpisciprofileslink/img/unknown-user.png', 'timestamp': datetime.datetime(2022, 8, 7, 17, 23, 36, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/bundles/mdpisciprofileslink/img/unknown-user.png', 'mimetype': 'image/png', 'status_code': None, 'size': 2533, 'sha1': '2117e7fb1a81180f40ef4594277b86959ed33d06', 'sha256': '550c644d32218bb20487e3731ace9c8544a79c43a184c9b2f90fe3018c8b4c06'}, {'surt': 'com,mdpi)/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g0a6-550.jpg', 'timestamp': datetime.datetime(2022, 8, 7, 21, 24, 4, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g0A6-550.jpg', 'mimetype': 'image/jpeg', 'status_code': None, 'size': 96983, 'sha1': '361310255e3d0603eecad26bfbce9ae49c299538', 'sha256': '63159b228526668e2de6c9551765310ab4496d471dc534539f6a6572e72dce03'}, {'surt': 'com,mdpi)/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g0a4.png', 'timestamp': datetime.datetime(2022, 8, 7, 21, 23, 56, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g0A4.png', 'mimetype': 'image/png', 'status_code': None, 'size': 3743275, 'sha1': '7acfe966be51d896a42e390515db5b8009743538', 'sha256': '62697948a542e6ff396693b9315d77998bc753f639901085b823eec5feaa152e'}, {'surt': 'com,mdpi)/assets/css/font-awesome.min.css?eb190a3a77e5e1ee', 'timestamp': datetime.datetime(2022, 8, 9, 16, 43, 26, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/assets/css/font-awesome.min.css?eb190a3a77e5e1ee', 'mimetype': 'text/plain', 'status_code': None, 'size': 21985, 'sha1': 'f193670cf2343addcdbeaa701193ba392f8b0fb1', 'sha256': '5919308fa8e8f3d4ce1c91903707c3192dd9ce759b0ecca17133b247756df047'}, {'surt': 'com,mdpi)/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g0a8b.png', 'timestamp': datetime.datetime(2022, 8, 7, 21, 25, 1, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g0A8b.png', 'mimetype': 'image/png', 'status_code': None, 'size': 1251351, 'sha1': 'afbae17fd58f71425a24dfe8a561690e0643b03f', 'sha256': 'fc8b3f74e51dd816cf294fa78f6246b7770b29b63c71d320227604569b4bd662'}, {'surt': 'com,mdpi)/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g0a5-550.jpg', 'timestamp': datetime.datetime(2022, 8, 7, 21, 23, 58, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g0A5-550.jpg', 'mimetype': 'image/jpeg', 'status_code': None, 'size': 89021, 'sha1': '2ba9d6af935e1a2ab6e8277e54c47b1874d67275', 'sha256': '9f4846739583d37fb830eff3e0f63a53dcbc18d92ee95c457f2e2a7df3d4c435'}, {'surt': 'com,mdpi)/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g0a5.png', 'timestamp': datetime.datetime(2022, 8, 7, 21, 24, 4, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g0A5.png', 'mimetype': 'image/png', 'status_code': None, 'size': 1151748, 'sha1': '88e7e214677d1308854d643de38f3b9b4d1036e5', 'sha256': 'cffdfe6a44a487f6dcab02f7b9b981925e2e0b1815d0d15d66a7432e48f7b70a'}, {'surt': 'com,mdpi)/img/design/mdpi-pub-logo-white-small.png?71d18e5f805839ab', 'timestamp': datetime.datetime(2022, 8, 7, 17, 23, 35, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/img/design/mdpi-pub-logo-white-small.png?71d18e5f805839ab', 'mimetype': 'image/png', 'status_code': None, 'size': 1594, 'sha1': '3628ec3beda7a820a12532023eef42fe8d10eb68', 'sha256': '76fa20e8146d2d37819ad67f7f89af275154ab62dfba184beb1272909eccca8d'}, {'surt': 'com,mdpi)/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g001-550.jpg', 'timestamp': datetime.datetime(2022, 8, 7, 21, 24, 18, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g001-550.jpg', 'mimetype': 'image/jpeg', 'status_code': None, 'size': 85478, 'sha1': '7d99cb0f0f90196b5b2084a554c199fcd9a47ac9', 'sha256': 'a6e05e25c0c3fd630e759d7ab14a79ddcee741e87f70294bc49c1b11128db3e5'}, {'surt': 'com,mdpi)/assets/js/xmltohtml/underscore.js?f893e294cde60c24', 'timestamp': datetime.datetime(2022, 8, 9, 22, 51, 30, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/assets/js/xmltohtml/underscore.js?f893e294cde60c24', 'mimetype': 'text/plain', 'status_code': None, 'size': 25674, 'sha1': '2a3275a291bbff4597a10437d542c642473141ac', 'sha256': '0ff1dd3942d66068bba3838dc3ddb5928236792dee3120ae396ff21b9a19bc3a'}, {'surt': 'com,mdpi)/assets/css/chosen.min.css?d7ca5ca9441ef9e1', 'timestamp': datetime.datetime(2022, 8, 9, 16, 43, 25, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/assets/css/chosen.min.css?d7ca5ca9441ef9e1', 'mimetype': 'text/plain', 'status_code': None, 'size': 10220, 'sha1': '44ad0714f19cb9856a35a96d566476b0803631ef', 'sha256': '107fc2ce0a096cd103fa0660ca6b30b083ab33d5e121b75227a1f0ae8d3d584e'}, {'surt': 'com,mdpi)/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g005.png', 'timestamp': datetime.datetime(2022, 8, 7, 21, 24, 13, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g005.png', 'mimetype': 'image/png', 'status_code': None, 'size': 979862, 'sha1': '59aa773477dcb5c909b68f9fa591b563ffda8e6f', 'sha256': '162bca523e64d8025ba5d3239365833bf78e97a448498774a4be78e1555ac354'}, {'surt': 'com,mdpi)/bundles/mathjax/mathjax.js?config=tex-ams-mml_htmlormml', 'timestamp': datetime.datetime(2022, 8, 9, 3, 4, 3, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/bundles/mathjax/MathJax.js?config=TeX-AMS-MML_HTMLorMML', 'mimetype': 'text/plain', 'status_code': None, 'size': 62389, 'sha1': '42dd54b28c26b24851c6b0e988fbbf089d44e3c3', 'sha256': '26c72a494ecab39a4ff9c070010aeb5b209c702f0ee4f3998c64ee573945a057'}, {'surt': 'com,mdpi)/assets/css/main2.css?7281169c3e2be92c', 'timestamp': datetime.datetime(2022, 8, 9, 15, 7, 50, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/assets/css/main2.css?7281169c3e2be92c', 'mimetype': 'text/plain', 'status_code': None, 'size': 273291, 'sha1': '834a3e816db988cc0a985cb0b961a7c4fda618f2', 'sha256': 'c253ca439375738eafc409396cdc518c126d572384c5592de53fd02a72fd5582'}, {'surt': 'com,mdpi)/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g0a1-550.jpg', 'timestamp': datetime.datetime(2022, 8, 7, 21, 24, 8, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g0A1-550.jpg', 'mimetype': 'image/jpeg', 'status_code': None, 'size': 97505, 'sha1': 'df096aa82fda805736454372ce7858b913c7c8c7', 'sha256': 'd5f4d543c584045aef92ea3a4574e5a3a46e2c76a344ce2a2070a83313e9327f'}, {'surt': 'com,mdpi)/assets/js/ifvisible.min.js?c621d19ecb761212', 'timestamp': datetime.datetime(2022, 8, 8, 21, 57, 22, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/assets/js/ifvisible.min.js?c621d19ecb761212', 'mimetype': 'text/plain', 'status_code': None, 'size': 3725, 'sha1': 'f25c11b626e2fc2728fd11947fef67dd5efd8bdf', 'sha256': 'd76ea5f648e9e18bb55415e6fe7d636e03f69c2e4f693cb87d24f4a9d80ec397'}, {'surt': 'com,mdpi)/cdn-cgi/scripts/5c5dd728/cloudflare-static/email-decode.min.js', 'timestamp': datetime.datetime(2022, 8, 9, 16, 43, 25, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/cdn-cgi/scripts/5c5dd728/cloudflare-static/email-decode.min.js', 'mimetype': 'text/html', 'status_code': None, 'size': 1239, 'sha1': 'a8af90d7482e1e99d03de6bf88fed2315c5dd728', 'sha256': '2595496fe48df6fcf9b1bc57c29a744c121eb4dd11566466bc13d2e52e6bbcc8'}, {'surt': 'com,mdpi)/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g0a6.png', 'timestamp': datetime.datetime(2022, 8, 7, 22, 32, 18, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g0A6.png', 'mimetype': 'image/png', 'status_code': None, 'size': 1661290, 'sha1': '0c2653bab4237e3ad3e88a83a748e8d2aa3afed6', 'sha256': '627ea12262bbbdb720872533169248c7df49e583077895603dc6bfc126438958'}, {'surt': 'com,mdpi)/assets/js/jquery-ui-1.10.4.custom.min.js?9fb4d59ff745b497', 'timestamp': datetime.datetime(2022, 8, 8, 21, 57, 22, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/assets/js/jquery-ui-1.10.4.custom.min.js?9fb4d59ff745b497', 'mimetype': 'text/plain', 'status_code': None, 'size': 51646, 'sha1': '4b38ecdd75c9fd30c5420bfe2e950778a98306f2', 'sha256': '15e4fb73b2b5e3a50cf3cab4ced1a0780b1128d1777a428164a8b3de6f542350'}, {'surt': 'com,mdpi)/assets/css/magnific-popup.min.css?04d343e036f8eecd', 'timestamp': datetime.datetime(2022, 8, 9, 16, 43, 27, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/assets/css/magnific-popup.min.css?04d343e036f8eecd', 'mimetype': 'text/plain', 'status_code': None, 'size': 5761, 'sha1': 'e33986812695fd6daf74686916ee2e05c50a7407', 'sha256': '4b73c29ef2be93ee2861972033fb7d39339bd7e26957d358ee31bb2d87bf7d95'}, {'surt': 'com,mdpi)/assets/js/clipboard.min.js?3f3688138a1b9fc4', 'timestamp': datetime.datetime(2022, 8, 8, 21, 57, 22, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/assets/js/clipboard.min.js?3f3688138a1b9fc4', 'mimetype': 'text/plain', 'status_code': None, 'size': 10662, 'sha1': 'eb41c0e88206dda6f0fd8dfbbeefdc0829a9d13d', 'sha256': '99e1761c92764dcaeec33df3e1773160344cc4aa6b8ddaee0477372279a2c424'}, {'surt': 'com,mdpi)/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g0a8a-550.jpg', 'timestamp': datetime.datetime(2022, 8, 7, 21, 24, 8, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g0A8a-550.jpg', 'mimetype': 'image/jpeg', 'status_code': None, 'size': 32170, 'sha1': 'd37aae7f93d4c5b3a701bc7fae5f05e9465620bc', 'sha256': '3c97620ecc9e6756c4dcfa3c8f652a175d2f30c31af49568f57458911cb38648'}, {'surt': 'com,mdpi)/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g0a8b-550.jpg', 'timestamp': datetime.datetime(2022, 8, 7, 21, 24, 17, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g0A8b-550.jpg', 'mimetype': 'image/jpeg', 'status_code': None, 'size': 91139, 'sha1': '0388e0763f0849fe7d965f15d3ecd997ac4f5ad1', 'sha256': '1d0e7f53d591f2e45fde5a5cc9121f0b3328e6481e01ede48c3b6cfa281095a4'}, {'surt': 'com,mdpi)/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g0a7-550.jpg', 'timestamp': datetime.datetime(2022, 8, 7, 22, 32, 29, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g0A7-550.jpg', 'mimetype': 'image/jpeg', 'status_code': None, 'size': 39851, 'sha1': 'fa317dc4eb73313db56813efd7af7d779ff1193f', 'sha256': '9fbf8a56999ed936bf491e271ac167a3215275bcba87887ae28caa999e6104f3'}, {'surt': 'com,mdpi)/img/design/orcid.png?1b5ed457ed71c59e', 'timestamp': datetime.datetime(2022, 8, 7, 17, 23, 35, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/img/design/orcid.png?1b5ed457ed71c59e', 'mimetype': 'image/png', 'status_code': None, 'size': 1291, 'sha1': '8a3d42eb71208c6c1a54710f862196635913e928', 'sha256': '490f60e36e4cfe995949fd1f547a7d6dfe444ac68bf771d601421daa664e7479'}, {'surt': 'com,mdpi)/assets/js/xmltohtml/jquery-scrollspy.js?09cbaec0dbb35a67', 'timestamp': datetime.datetime(2022, 8, 9, 22, 51, 27, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/assets/js/xmltohtml/jquery-scrollspy.js?09cbaec0dbb35a67', 'mimetype': 'text/plain', 'status_code': None, 'size': 1531, 'sha1': '7aa5158e43a03e9881e10b1e3f1b4aaca9d1ed10', 'sha256': 'e047eebaebf644af2f57dc6afa9c9a7d5fa4f33208dd743bf41de63a94f8b8a0'}, {'surt': 'com,mdpi)/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g006.png', 'timestamp': datetime.datetime(2022, 8, 7, 21, 24, 41, tzinfo=tzlocal()), 'url': 'https://www.mdpi.com/entropy/entropy-24-00059/article_deploy/html/images/entropy-24-00059-g006.png', 'mimetype': 'image/png', 'status_code': None, 'size': 1272843, 'sha1': 'dd73878394e82483edccdd620f260f529161e37d', 'sha256': '59bd0d557428efb7496b190e647642e8b00cd416ce977e7a7ebcc9de58bc16ec'}], 'archive_urls': [{'url': 'https://web.archive.org/web/20220807212302/https://www.mdpi.com/1099-4300/24/1/59/htm', 'rel': 'webarchive'}], 'original_url': 'https://www.mdpi.com/1099-4300/24/1/59/htm', 'timestamp': datetime.datetime(2022, 8, 7, 21, 23, 2, tzinfo=tzlocal()), 'content_scope': None, 'release_ids': ['2m6wl4xsrbeixiysjgwgkld2xu'], 'releases': None}
withdrawn_date
withdrawn_status
withdrawn_year
work_id trtxd5ux6ffltdzvib6sptlfhm

Extra Metadata (raw JSON)

crossref.alternative-id ['e24010059']
crossref.license [{'URL': 'https://creativecommons.org/licenses/by/4.0/', 'content-version': 'vor', 'delay-in-days': 0, 'start': '2021-12-28T00:00:00Z'}]
crossref.subject ['General Physics and Astronomy']
crossref.type journal-article
pubmed.pub_types ['Journal Article']