{"id":"https://openalex.org/W7161553977","doi":"https://doi.org/10.48550/arxiv.2605.16175","title":"Imitation learning for clinical decision support in pediatric ECMO","display_name":"Imitation learning for clinical decision support in pediatric ECMO","publication_year":2026,"publication_date":"2026-05-15","ids":{"openalex":"https://openalex.org/W7161553977","doi":"https://doi.org/10.48550/arxiv.2605.16175"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2605.16175","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.16175","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2605.16175","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5095785514","display_name":"Fateme Golivand","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Golivand, Fateme","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136410666","display_name":"Michael Skinner","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Skinner, Michael","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136452060","display_name":"Saurabh Mathur","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mathur, Saurabh","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136383883","display_name":"Ameet Soni","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Soni, Ameet","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136418741","display_name":"Phillip Reeder","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Reeder, Phillip","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103337441","display_name":"Kristian Kersting","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kersting, Kristian","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103133787","display_name":"Lakshmi Raman","orcid":"https://orcid.org/0000-0001-7903-522X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Raman, Lakshmi","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5064323671","display_name":"Sriraam Natarajan","orcid":"https://orcid.org/0000-0001-9889-6260"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Natarajan, Sriraam","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10675","display_name":"Mechanical Circulatory Support Devices","score":0.8319000005722046,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10675","display_name":"Mechanical Circulatory Support Devices","score":0.8319000005722046,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10218","display_name":"Sepsis Diagnosis and Treatment","score":0.01899999938905239,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"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/T10322","display_name":"Respiratory Support and Mechanisms","score":0.013199999928474426,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory Medicine"},"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/observational-study","display_name":"Observational study","score":0.6777999997138977},{"id":"https://openalex.org/keywords/extracorporeal-membrane-oxygenation","display_name":"Extracorporeal membrane oxygenation","score":0.6252999901771545},{"id":"https://openalex.org/keywords/imitation","display_name":"Imitation","score":0.5709999799728394},{"id":"https://openalex.org/keywords/action","display_name":"Action (physics)","score":0.5702999830245972},{"id":"https://openalex.org/keywords/scarcity","display_name":"Scarcity","score":0.5612000226974487},{"id":"https://openalex.org/keywords/psychological-intervention","display_name":"Psychological intervention","score":0.5570999979972839},{"id":"https://openalex.org/keywords/observational-learning","display_name":"Observational learning","score":0.4984000027179718},{"id":"https://openalex.org/keywords/decision-support-system","display_name":"Decision support system","score":0.4875999987125397}],"concepts":[{"id":"https://openalex.org/C23131810","wikidata":"https://www.wikidata.org/wiki/Q818574","display_name":"Observational study","level":2,"score":0.6777999997138977},{"id":"https://openalex.org/C2776858399","wikidata":"https://www.wikidata.org/wiki/Q1385195","display_name":"Extracorporeal membrane oxygenation","level":2,"score":0.6252999901771545},{"id":"https://openalex.org/C126388530","wikidata":"https://www.wikidata.org/wiki/Q1131737","display_name":"Imitation","level":2,"score":0.5709999799728394},{"id":"https://openalex.org/C2780791683","wikidata":"https://www.wikidata.org/wiki/Q846785","display_name":"Action (physics)","level":2,"score":0.5702999830245972},{"id":"https://openalex.org/C109747225","wikidata":"https://www.wikidata.org/wiki/Q815758","display_name":"Scarcity","level":2,"score":0.5612000226974487},{"id":"https://openalex.org/C27415008","wikidata":"https://www.wikidata.org/wiki/Q7256382","display_name":"Psychological intervention","level":2,"score":0.5570999979972839},{"id":"https://openalex.org/C102483320","wikidata":"https://www.wikidata.org/wiki/Q1143725","display_name":"Observational learning","level":3,"score":0.4984000027179718},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.4875999987125397},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4611000120639801},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.4553000032901764},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.40779998898506165},{"id":"https://openalex.org/C126042441","wikidata":"https://www.wikidata.org/wiki/Q1324888","display_name":"Frame (networking)","level":2,"score":0.40139999985694885},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39750000834465027},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.39730000495910645},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3698999881744385},{"id":"https://openalex.org/C545542383","wikidata":"https://www.wikidata.org/wiki/Q2751242","display_name":"Medical emergency","level":1,"score":0.33980000019073486},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.33250001072883606},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.31610000133514404},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.2881999909877777},{"id":"https://openalex.org/C2989179672","wikidata":"https://www.wikidata.org/wiki/Q6806500","display_name":"Clinical decision making","level":2,"score":0.2870999872684479},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.28450000286102295},{"id":"https://openalex.org/C177713679","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Intensive care medicine","level":1,"score":0.2802000045776367},{"id":"https://openalex.org/C2987404301","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Intensive care","level":2,"score":0.27649998664855957},{"id":"https://openalex.org/C2779974597","wikidata":"https://www.wikidata.org/wiki/Q28448986","display_name":"Clinical Practice","level":2,"score":0.26930001378059387},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.2628999948501587},{"id":"https://openalex.org/C59594135","wikidata":"https://www.wikidata.org/wiki/Q5249242","display_name":"Decision model","level":2,"score":0.25220000743865967}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2605.16175","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.16175","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2605.16175","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.16175","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Pediatric":[0],"critical":[1],"care":[2],"is":[3,19],"a":[4,62,74,114],"dynamic,":[5],"high-stakes":[6],"process":[7],"involving":[8],"constant":[9],"monitoring":[10],"and":[11,32,81,86],"adjustments":[12],"in":[13,35],"life-saving":[14],"treatments.":[15],"Modeling":[16],"these":[17,107],"interventions":[18],"crucial":[20],"for":[21,78,118],"effective":[22],"decision":[23,121],"support.":[24,122],"To":[25],"address":[26],"the":[27,96,102],"challenges":[28],"of":[29],"high":[30],"complexity":[31],"data":[33,93],"scarcity":[34],"pediatric":[36,91,119],"Extracorporeal":[37],"Membrane":[38],"Oxygenation":[39],"(ECMO),":[40],"we":[41],"frame":[42],"clinical":[43],"decision-making":[44],"as":[45,113],"learning":[46,53],"to":[47,94],"act":[48],"from":[49,58],"trajectories,":[50],"i.e.,":[51],"imitation":[52],"that":[54,65,101],"learns":[55],"action":[56,97],"models":[57],"observational":[59],"data,":[60,80],"with":[61],"key":[63],"feature":[64],"actions":[66],"are":[67],"not":[68],"directly":[69],"observed.":[70],"We":[71,99],"consider":[72],"TabPFN,":[73],"recent":[75],"transformer-based":[76],"approach":[77,104],"tabular":[79],"traditional":[82],"baselines":[83],"including":[84],"XGBoost":[85],"Multi-Layer":[87],"Perceptrons(MLPs)":[88],"on":[89],"real-world":[90],"ECMO":[92,120],"learn":[95],"models.":[98],"find":[100],"TabPFN-based":[103],"consistently":[105],"outperforms":[106],"classical":[108],"baselines,":[109],"supporting":[110],"its":[111],"use":[112],"strong":[115],"clinician-behavior":[116],"baseline":[117]},"counts_by_year":[],"updated_date":"2026-07-01T06:00:48.157686","created_date":"2026-05-19T00:00:00"}
