{"id":"https://openalex.org/W3102174132","doi":"https://doi.org/10.1038/s42256-020-00247-1","title":"Self-supervised retinal thickness prediction enables deep learning from unlabelled data to boost classification of diabetic retinopathy","display_name":"Self-supervised retinal thickness prediction enables deep learning from unlabelled data to boost classification of diabetic retinopathy","publication_year":2020,"publication_date":"2020-11-09","ids":{"openalex":"https://openalex.org/W3102174132","doi":"https://doi.org/10.1038/s42256-020-00247-1","mag":"3102174132"},"language":"en","primary_location":{"id":"doi:10.1038/s42256-020-00247-1","doi":"https://doi.org/10.1038/s42256-020-00247-1","is_oa":false,"landing_page_url":"https://doi.org/10.1038/s42256-020-00247-1","pdf_url":null,"source":{"id":"https://openalex.org/S2912241403","display_name":"Nature Machine Intelligence","issn_l":"2522-5839","issn":["2522-5839"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-a","jufo-2","ki-jl-3","norway-2","poland-20","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Nature Machine Intelligence","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://www.biorxiv.org/content/biorxiv/early/2020/01/03/861757.full.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5068299081","display_name":"Olle Holmberg","orcid":"https://orcid.org/0000-0001-5558-7628","observed_orcids":["https://orcid.org/0000-0001-5558-7628"]},"institutions":[{"id":"https://openalex.org/I3018134672","display_name":"Helmholtz Munich","ror":"https://ror.org/00cfam450","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I3018134672"]},{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Olle G. Holmberg","raw_affiliation_strings":["Helmholtz Zentrum, Munich, Germany","School of Life Sciences Weihenstephan, Technical University of Munich, Munich, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Helmholtz Zentrum, Munich, Germany","institution_ids":["https://openalex.org/I3018134672"]},{"raw_affiliation_string":"School of Life Sciences Weihenstephan, Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109478988","display_name":"Niklas K\u00f6hler","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I3018134672","display_name":"Helmholtz Munich","ror":"https://ror.org/00cfam450","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I3018134672"]},{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Niklas D. K\u00f6hler","raw_affiliation_strings":["Helmholtz Zentrum, Munich, Germany","School of Life Sciences Weihenstephan, Technical University of Munich, Munich, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Helmholtz Zentrum, Munich, Germany","institution_ids":["https://openalex.org/I3018134672"]},{"raw_affiliation_string":"School of Life Sciences Weihenstephan, Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076565198","display_name":"Thiago Gon\u00e7alves dos Santos Martins","orcid":"https://orcid.org/0000-0002-3878-8564","observed_orcids":["https://orcid.org/0000-0002-3878-8564"]},"institutions":[{"id":"https://openalex.org/I8204097","display_name":"Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen","ror":"https://ror.org/05591te55","country_code":"DE","type":"education","lineage":["https://openalex.org/I8204097"]},{"id":"https://openalex.org/I88273585","display_name":"Universidade Federal de S\u00e3o Paulo","ror":"https://ror.org/02k5swt12","country_code":"BR","type":"education","lineage":["https://openalex.org/I88273585"]}],"countries":["BR","DE"],"is_corresponding":false,"raw_author_name":"Thiago Martins","raw_affiliation_strings":["Federal University of Sao Paulo (UNIFESP), Sao Paulo, Brazil","University Eye Hospital Munich, Ludwig-Maximilian-University, M unich, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Federal University of Sao Paulo (UNIFESP), Sao Paulo, Brazil","institution_ids":["https://openalex.org/I88273585"]},{"raw_affiliation_string":"University Eye Hospital Munich, Ludwig-Maximilian-University, M unich, Germany","institution_ids":["https://openalex.org/I8204097"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024110425","display_name":"Jakob Siedlecki","orcid":"https://orcid.org/0000-0002-0279-4823","observed_orcids":["https://orcid.org/0000-0002-0279-4823"]},"institutions":[{"id":"https://openalex.org/I8204097","display_name":"Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen","ror":"https://ror.org/05591te55","country_code":"DE","type":"education","lineage":["https://openalex.org/I8204097"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Jakob Siedlecki","raw_affiliation_strings":["University Eye Hospital Munich, Ludwig-Maximilian-University, M unich, Germany"],"raw_orcid":"https://orcid.org/0000-0002-0279-4823","affiliations":[{"raw_affiliation_string":"University Eye Hospital Munich, Ludwig-Maximilian-University, M unich, Germany","institution_ids":["https://openalex.org/I8204097"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090058552","display_name":"Tina Herold","orcid":"https://orcid.org/0000-0001-7422-1875","observed_orcids":["https://orcid.org/0000-0001-7422-1875"]},"institutions":[{"id":"https://openalex.org/I8204097","display_name":"Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen","ror":"https://ror.org/05591te55","country_code":"DE","type":"education","lineage":["https://openalex.org/I8204097"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Tina Herold","raw_affiliation_strings":["University Eye Hospital Munich, Ludwig-Maximilian-University, M unich, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University Eye Hospital Munich, Ludwig-Maximilian-University, M unich, Germany","institution_ids":["https://openalex.org/I8204097"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059286249","display_name":"Leonie Franziska Keidel","orcid":"https://orcid.org/0000-0003-4144-5754","observed_orcids":["https://orcid.org/0000-0003-4144-5754"]},"institutions":[{"id":"https://openalex.org/I8204097","display_name":"Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen","ror":"https://ror.org/05591te55","country_code":"DE","type":"education","lineage":["https://openalex.org/I8204097"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Leonie Keidel","raw_affiliation_strings":["University Eye Hospital Munich, Ludwig-Maximilian-University, M unich, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University Eye Hospital Munich, Ludwig-Maximilian-University, M unich, Germany","institution_ids":["https://openalex.org/I8204097"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014822188","display_name":"Ben Asani","orcid":"https://orcid.org/0000-0003-4809-2859","observed_orcids":["https://orcid.org/0000-0003-4809-2859"]},"institutions":[{"id":"https://openalex.org/I8204097","display_name":"Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen","ror":"https://ror.org/05591te55","country_code":"DE","type":"education","lineage":["https://openalex.org/I8204097"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Ben Asani","raw_affiliation_strings":["University Eye Hospital Munich, Ludwig-Maximilian-University, M unich, Germany"],"raw_orcid":"https://orcid.org/0000-0003-4809-2859","affiliations":[{"raw_affiliation_string":"University Eye Hospital Munich, Ludwig-Maximilian-University, M unich, Germany","institution_ids":["https://openalex.org/I8204097"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049721803","display_name":"Johannes Benedikt Schiefelbein","orcid":"https://orcid.org/0000-0001-5357-7469","observed_orcids":["https://orcid.org/0000-0001-5357-7469"]},"institutions":[{"id":"https://openalex.org/I8204097","display_name":"Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen","ror":"https://ror.org/05591te55","country_code":"DE","type":"education","lineage":["https://openalex.org/I8204097"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Johannes Schiefelbein","raw_affiliation_strings":["University Eye Hospital Munich, Ludwig-Maximilian-University, M unich, Germany"],"raw_orcid":"https://orcid.org/0000-0001-5357-7469","affiliations":[{"raw_affiliation_string":"University Eye Hospital Munich, Ludwig-Maximilian-University, M unich, Germany","institution_ids":["https://openalex.org/I8204097"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101968029","display_name":"Siegfried Georg Priglinger","orcid":"https://orcid.org/0000-0002-5459-4831","observed_orcids":["https://orcid.org/0000-0002-5459-4831"]},"institutions":[{"id":"https://openalex.org/I8204097","display_name":"Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen","ror":"https://ror.org/05591te55","country_code":"DE","type":"education","lineage":["https://openalex.org/I8204097"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Siegfried Priglinger","raw_affiliation_strings":["University Eye Hospital Munich, Ludwig-Maximilian-University, M unich, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University Eye Hospital Munich, Ludwig-Maximilian-University, M unich, Germany","institution_ids":["https://openalex.org/I8204097"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075539836","display_name":"Karsten Kortuem","orcid":"https://orcid.org/0000-0001-9442-0708","observed_orcids":["https://orcid.org/0000-0001-9442-0708"]},"institutions":[{"id":"https://openalex.org/I8204097","display_name":"Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen","ror":"https://ror.org/05591te55","country_code":"DE","type":"education","lineage":["https://openalex.org/I8204097"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Karsten U. Kortuem","raw_affiliation_strings":["University Eye Hospital Munich, Ludwig-Maximilian-University, M unich, Germany"],"raw_orcid":"https://orcid.org/0000-0001-9442-0708","affiliations":[{"raw_affiliation_string":"University Eye Hospital Munich, Ludwig-Maximilian-University, M unich, Germany","institution_ids":["https://openalex.org/I8204097"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5083128670","display_name":"Fabian Joachim Theis","orcid":"https://orcid.org/0000-0002-2419-1943","observed_orcids":["https://orcid.org/0000-0002-2419-1943"]},"institutions":[{"id":"https://openalex.org/I3018134672","display_name":"Helmholtz Munich","ror":"https://ror.org/00cfam450","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I3018134672"]},{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Fabian J. Theis","raw_affiliation_strings":["Department of Mathematics, Technical University of Munich, Munich, Germany","Helmholtz Zentrum, Munich, Germany","School of Life Sciences Weihenstephan, Technical University of Munich, Munich, Germany"],"raw_orcid":"https://orcid.org/0000-0002-2419-1943","affiliations":[{"raw_affiliation_string":"Department of Mathematics, Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]},{"raw_affiliation_string":"Helmholtz Zentrum, Munich, Germany","institution_ids":["https://openalex.org/I3018134672"]},{"raw_affiliation_string":"School of Life Sciences Weihenstephan, Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5075539836","https://openalex.org/A5083128670"],"corresponding_institution_ids":["https://openalex.org/I3018134672","https://openalex.org/I62916508","https://openalex.org/I8204097"],"apc_list":{"value":12690,"currency":"USD","value_usd":12690},"apc_paid":null,"fwci":5.0404,"has_fulltext":false,"cited_by_count":88,"citation_normalized_percentile":{"value":0.96885658,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":93,"max":100},"biblio":{"volume":"2","issue":"11","first_page":"719","last_page":"726"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11438","display_name":"Retinal Imaging and Analysis","score":0.9945999979972839,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11438","display_name":"Retinal Imaging and Analysis","score":0.9945999979972839,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.0024999999441206455,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10170","display_name":"Retinal Diseases and Treatments","score":0.00039999998989515007,"subfield":{"id":"https://openalex.org/subfields/2731","display_name":"Ophthalmology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/self-supervised-learning","display_name":"self-supervised learning","score":0.9789999723434448},{"id":"https://openalex.org/keywords/diabetic-retinopathy-classification","display_name":"diabetic retinopathy classification","score":0.9890000224113464},{"id":"https://openalex.org/keywords/optical-coherence-tomography","display_name":"optical coherence tomography","score":0.9350000023841858},{"id":"https://openalex.org/keywords/semantic-segmentation","display_name":"semantic segmentation","score":0.6340000033378601},{"id":"https://openalex.org/keywords/transfer-learning","display_name":"transfer learning","score":0.703000009059906},{"id":"https://openalex.org/keywords/limited-training-data","display_name":"limited training data","score":0.7540000081062317},{"id":"https://openalex.org/keywords/multimodal-medical-imaging","display_name":"multimodal medical imaging","score":0.7059999704360962}],"concepts":[{"id":"https://openalex.org/C2778818243","wikidata":"https://www.wikidata.org/wiki/Q899552","display_name":"Optical coherence tomography","level":2,"score":0.8216413855552673},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7431026697158813},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7195208668708801},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6752879619598389},{"id":"https://openalex.org/C2779829184","wikidata":"https://www.wikidata.org/wiki/Q631361","display_name":"Diabetic retinopathy","level":3,"score":0.6663191318511963},{"id":"https://openalex.org/C2776391266","wikidata":"https://www.wikidata.org/wiki/Q9612","display_name":"Fundus (uterus)","level":2,"score":0.6641396284103394},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5085746049880981},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.4910755157470703},{"id":"https://openalex.org/C71139939","wikidata":"https://www.wikidata.org/wiki/Q910194","display_name":"Modal","level":2,"score":0.47520551085472107},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.465293288230896},{"id":"https://openalex.org/C136389625","wikidata":"https://www.wikidata.org/wiki/Q334384","display_name":"Supervised learning","level":3,"score":0.4258934259414673},{"id":"https://openalex.org/C2780827179","wikidata":"https://www.wikidata.org/wiki/Q422001","display_name":"Retinal","level":2,"score":0.42429599165916443},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.16393813490867615},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.1424330472946167},{"id":"https://openalex.org/C118487528","wikidata":"https://www.wikidata.org/wiki/Q161437","display_name":"Ophthalmology","level":1,"score":0.14173951745033264},{"id":"https://openalex.org/C188027245","wikidata":"https://www.wikidata.org/wiki/Q750446","display_name":"Polymer chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C134018914","wikidata":"https://www.wikidata.org/wiki/Q162606","display_name":"Endocrinology","level":1,"score":0.0},{"id":"https://openalex.org/C555293320","wikidata":"https://www.wikidata.org/wiki/Q12206","display_name":"Diabetes mellitus","level":2,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1038/s42256-020-00247-1","doi":"https://doi.org/10.1038/s42256-020-00247-1","is_oa":false,"landing_page_url":"https://doi.org/10.1038/s42256-020-00247-1","pdf_url":null,"source":{"id":"https://openalex.org/S2912241403","display_name":"Nature Machine Intelligence","issn_l":"2522-5839","issn":["2522-5839"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-a","jufo-2","ki-jl-3","norway-2","poland-20","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Nature Machine Intelligence","raw_type":"journal-article"},{"id":"doi:10.1101/861757","doi":"https://doi.org/10.1101/861757","is_oa":true,"landing_page_url":"https://doi.org/10.1101/861757","pdf_url":"https://www.biorxiv.org/content/biorxiv/early/2020/01/03/861757.full.pdf","source":{"id":"https://openalex.org/S4306402567","display_name":"bioRxiv (Cold Spring Harbor Laboratory)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I2750212522","host_organization_name":"Cold Spring Harbor Laboratory","host_organization_lineage":["https://openalex.org/I2750212522"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"bioRxiv","raw_type":"posted-content"},{"id":"pmh:oai:mediatum.ub.tum.de:node/1602020","doi":null,"is_oa":true,"landing_page_url":"https://mediatum.ub.tum.de/1602020","pdf_url":null,"source":{"id":"https://openalex.org/S4377196330","display_name":"mediaTUM  (Technical University of Munich)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I62916508","host_organization_name":"Technical University of Munich","host_organization_lineage":["https://openalex.org/I62916508"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"article"},{"id":"pmh:oai:opus-zb.helmholtz-muenchen.de:60501","doi":null,"is_oa":true,"landing_page_url":"https://push-zb.helmholtz-muenchen.de/frontdoor.php?source_opus=60501","pdf_url":null,"source":{"id":"https://openalex.org/S4377196115","display_name":"Site cant be reached","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Nat. Mach. Intell. 2, 719-726 (2020)","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1101/861757","doi":"https://doi.org/10.1101/861757","is_oa":true,"landing_page_url":"https://doi.org/10.1101/861757","pdf_url":"https://www.biorxiv.org/content/biorxiv/early/2020/01/03/861757.full.pdf","source":{"id":"https://openalex.org/S4306402567","display_name":"bioRxiv (Cold Spring Harbor Laboratory)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I2750212522","host_organization_name":"Cold Spring Harbor Laboratory","host_organization_lineage":["https://openalex.org/I2750212522"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"bioRxiv","raw_type":"posted-content"},"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.6240000128746033}],"sustainable_development_goals_aurora":[],"study_designs":[],"awards":[{"id":"https://openalex.org/G1642509150","display_name":"Verbundprojekt: MCML - Munich Center for Machine Learning","funder_award_id":"01IS18036B","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"},{"id":"https://openalex.org/G2064568436","display_name":"Verbundprojekt: MechML - Von Machine Learning zu mechanistischer Modellierung: Funktionelle Vorhersagen in Genomik und Medizin","funder_award_id":"01IS18053A","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"},{"id":"https://openalex.org/G7370529244","display_name":"CompLS - Runde 2 - Verbundprojekt: LODE - Longitudinales Deep Learning f\u00fcr klinische Diagnosen, Merkmalsdarstellung und interventionelle Modellierung - Teilprojekt A","funder_award_id":"031L0210A","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"}],"funders":[{"id":"https://openalex.org/F4320321114","display_name":"Bundesministerium f\u00fcr Bildung und Forschung","ror":"https://ror.org/04pz7b180"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3102174132.pdf","grobid_xml":"https://content.openalex.org/works/W3102174132.grobid-xml"},"referenced_works_count":52,"referenced_works":["https://openalex.org/W84281818","https://openalex.org/W1833289241","https://openalex.org/W1901129140","https://openalex.org/W1970699493","https://openalex.org/W1991045225","https://openalex.org/W1994073113","https://openalex.org/W1997402685","https://openalex.org/W1997547727","https://openalex.org/W2022020867","https://openalex.org/W2050716955","https://openalex.org/W2052197512","https://openalex.org/W2055295708","https://openalex.org/W2086320398","https://openalex.org/W2108598243","https://openalex.org/W2108833891","https://openalex.org/W2123634291","https://openalex.org/W2124415048","https://openalex.org/W2179023931","https://openalex.org/W2184188583","https://openalex.org/W2194775991","https://openalex.org/W2295582178","https://openalex.org/W2342877626","https://openalex.org/W2418802570","https://openalex.org/W2557738935","https://openalex.org/W2592144310","https://openalex.org/W2602302047","https://openalex.org/W2619383789","https://openalex.org/W2619697695","https://openalex.org/W2739601332","https://openalex.org/W2752747624","https://openalex.org/W2772059204","https://openalex.org/W2772246530","https://openalex.org/W2809676434","https://openalex.org/W2886281300","https://openalex.org/W2886801379","https://openalex.org/W2898192966","https://openalex.org/W2899862350","https://openalex.org/W2935900679","https://openalex.org/W2944828972","https://openalex.org/W2946948417","https://openalex.org/W2947706148","https://openalex.org/W2949667497","https://openalex.org/W2962793481","https://openalex.org/W2962897984","https://openalex.org/W2962931121","https://openalex.org/W2963420272","https://openalex.org/W3023371261","https://openalex.org/W3211092485","https://openalex.org/W4239072543","https://openalex.org/W4256306353","https://openalex.org/W6686207219","https://openalex.org/W6893772110"],"related_works":["https://openalex.org/W1980571360","https://openalex.org/W3176448898","https://openalex.org/W4379115808","https://openalex.org/W3207986206","https://openalex.org/W2429379476","https://openalex.org/W1979866946","https://openalex.org/W4226141369","https://openalex.org/W2413307231","https://openalex.org/W4361800274","https://openalex.org/W4296525407"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":29},{"year":2023,"cited_by_count":15},{"year":2022,"cited_by_count":20},{"year":2021,"cited_by_count":8},{"year":2020,"cited_by_count":2}],"updated_date":"2026-10-12T09:40:04.860316","created_date":"2025-10-10T00:00:00"}