{"id":"https://openalex.org/W3092044059","doi":"https://doi.org/10.1109/tmi.2020.3030741","title":"Image-Guided Tethering Spine Surgery With Outcome Prediction Using Spatio-Temporal Dynamic Networks","display_name":"Image-Guided Tethering Spine Surgery With Outcome Prediction Using Spatio-Temporal Dynamic Networks","publication_year":2020,"publication_date":"2020-10-13","ids":{"openalex":"https://openalex.org/W3092044059","doi":"https://doi.org/10.1109/tmi.2020.3030741","mag":"3092044059","pmid":"https://pubmed.ncbi.nlm.nih.gov/33048671"},"language":"en","primary_location":{"id":"doi:10.1109/tmi.2020.3030741","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmi.2020.3030741","pdf_url":null,"source":{"id":"https://openalex.org/S58069681","display_name":"IEEE Transactions on Medical Imaging","issn_l":"0278-0062","issn":["0278-0062","1558-254X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Medical Imaging","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5067751284","display_name":"William J. Mandel","orcid":null},"institutions":[{"id":"https://openalex.org/I45683168","display_name":"Polytechnique Montr\u00e9al","ror":"https://ror.org/05f8d4e86","country_code":"CA","type":"education","lineage":["https://openalex.org/I45683168"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"William Mandel","raw_affiliation_strings":["Polytechnique de Montr\u00e9al, Montr\u00e9al, QC, Canada"],"affiliations":[{"raw_affiliation_string":"Polytechnique de Montr\u00e9al, Montr\u00e9al, QC, Canada","institution_ids":["https://openalex.org/I45683168"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071707106","display_name":"Reda Oulbacha","orcid":"https://orcid.org/0000-0001-7233-4147"},"institutions":[{"id":"https://openalex.org/I45683168","display_name":"Polytechnique Montr\u00e9al","ror":"https://ror.org/05f8d4e86","country_code":"CA","type":"education","lineage":["https://openalex.org/I45683168"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Reda Oulbacha","raw_affiliation_strings":["Polytechnique de Montr\u00e9al, Montr\u00e9al, QC, Canada"],"affiliations":[{"raw_affiliation_string":"Polytechnique de Montr\u00e9al, Montr\u00e9al, QC, Canada","institution_ids":["https://openalex.org/I45683168"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031960063","display_name":"Marjolaine Roy\u2010Beaudry","orcid":"https://orcid.org/0000-0001-6078-3279"},"institutions":[{"id":"https://openalex.org/I2802351361","display_name":"Centre Hospitalier Universitaire Sainte-Justine","ror":"https://ror.org/01gv74p78","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I2802351361"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Marjolaine Roy-Beaudry","raw_affiliation_strings":["Sainte-Justine Hospital Research Center, Montr\u00e9al, QC, Canada"],"affiliations":[{"raw_affiliation_string":"Sainte-Justine Hospital Research Center, Montr\u00e9al, QC, Canada","institution_ids":["https://openalex.org/I2802351361"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041554075","display_name":"Stefan Parent","orcid":"https://orcid.org/0000-0002-4854-2816"},"institutions":[{"id":"https://openalex.org/I2802351361","display_name":"Centre Hospitalier Universitaire Sainte-Justine","ror":"https://ror.org/01gv74p78","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I2802351361"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Stefan Parent","raw_affiliation_strings":["Sainte-Justine Hospital Research Center, Montr\u00e9al, QC, Canada"],"affiliations":[{"raw_affiliation_string":"Sainte-Justine Hospital Research Center, Montr\u00e9al, QC, Canada","institution_ids":["https://openalex.org/I2802351361"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5039187492","display_name":"Samuel Kadoury","orcid":"https://orcid.org/0000-0002-3048-4291"},"institutions":[{"id":"https://openalex.org/I45683168","display_name":"Polytechnique Montr\u00e9al","ror":"https://ror.org/05f8d4e86","country_code":"CA","type":"education","lineage":["https://openalex.org/I45683168"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Samuel Kadoury","raw_affiliation_strings":["Polytechnique de Montr\u00e9al, Montr\u00e9al, QC, Canada"],"affiliations":[{"raw_affiliation_string":"Polytechnique de Montr\u00e9al, Montr\u00e9al, QC, Canada","institution_ids":["https://openalex.org/I45683168"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5067751284"],"corresponding_institution_ids":["https://openalex.org/I45683168"],"apc_list":null,"apc_paid":null,"fwci":0.6076,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":{"value":0.64470268,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"40","issue":"2","first_page":"491","last_page":"502"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14510","display_name":"Medical Imaging and Analysis","score":0.9998999834060669,"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/T14510","display_name":"Medical Imaging and Analysis","score":0.9998999834060669,"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/T11030","display_name":"Scoliosis diagnosis and treatment","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"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/T10776","display_name":"Spinal Fractures and Fixation Techniques","score":0.9979000091552734,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"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/computer-science","display_name":"Computer science","score":0.52702796459198},{"id":"https://openalex.org/keywords/flexibility","display_name":"Flexibility (engineering)","score":0.5256239771842957},{"id":"https://openalex.org/keywords/scoliosis","display_name":"Scoliosis","score":0.4943275451660156},{"id":"https://openalex.org/keywords/outcome","display_name":"Outcome (game theory)","score":0.4884759485721588},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4883124828338623},{"id":"https://openalex.org/keywords/regularization","display_name":"Regularization (linguistics)","score":0.43913936614990234},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.326734721660614},{"id":"https://openalex.org/keywords/surgery","display_name":"Surgery","score":0.3190244436264038},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.17160266637802124}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.52702796459198},{"id":"https://openalex.org/C2780598303","wikidata":"https://www.wikidata.org/wiki/Q65921492","display_name":"Flexibility (engineering)","level":2,"score":0.5256239771842957},{"id":"https://openalex.org/C2780955175","wikidata":"https://www.wikidata.org/wiki/Q174857","display_name":"Scoliosis","level":2,"score":0.4943275451660156},{"id":"https://openalex.org/C148220186","wikidata":"https://www.wikidata.org/wiki/Q7111912","display_name":"Outcome (game theory)","level":2,"score":0.4884759485721588},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4883124828338623},{"id":"https://openalex.org/C2776135515","wikidata":"https://www.wikidata.org/wiki/Q17143721","display_name":"Regularization (linguistics)","level":2,"score":0.43913936614990234},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.326734721660614},{"id":"https://openalex.org/C141071460","wikidata":"https://www.wikidata.org/wiki/Q40821","display_name":"Surgery","level":1,"score":0.3190244436264038},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.17160266637802124},{"id":"https://openalex.org/C144237770","wikidata":"https://www.wikidata.org/wiki/Q747534","display_name":"Mathematical economics","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011379","descriptor_name":"Prognosis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011379","descriptor_name":"Prognosis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011379","descriptor_name":"Prognosis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012600","descriptor_name":"Scoliosis","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D012600","descriptor_name":"Scoliosis","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D012600","descriptor_name":"Scoliosis","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D012600","descriptor_name":"Scoliosis","qualifier_ui":"Q000601","qualifier_name":"surgery","is_major_topic":true},{"descriptor_ui":"D012600","descriptor_name":"Scoliosis","qualifier_ui":"Q000601","qualifier_name":"surgery","is_major_topic":true},{"descriptor_ui":"D012600","descriptor_name":"Scoliosis","qualifier_ui":"Q000601","qualifier_name":"surgery","is_major_topic":true},{"descriptor_ui":"D013131","descriptor_name":"Spine","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D013131","descriptor_name":"Spine","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D013131","descriptor_name":"Spine","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D013131","descriptor_name":"Spine","qualifier_ui":"Q000601","qualifier_name":"surgery","is_major_topic":false},{"descriptor_ui":"D013131","descriptor_name":"Spine","qualifier_ui":"Q000601","qualifier_name":"surgery","is_major_topic":false},{"descriptor_ui":"D013131","descriptor_name":"Spine","qualifier_ui":"Q000601","qualifier_name":"surgery","is_major_topic":false},{"descriptor_ui":"D019637","descriptor_name":"Orthopedic Procedures","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D019637","descriptor_name":"Orthopedic Procedures","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D019637","descriptor_name":"Orthopedic Procedures","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D025321","descriptor_name":"Surgery, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D025321","descriptor_name":"Surgery, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D025321","descriptor_name":"Surgery, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":3,"locations":[{"id":"doi:10.1109/tmi.2020.3030741","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmi.2020.3030741","pdf_url":null,"source":{"id":"https://openalex.org/S58069681","display_name":"IEEE Transactions on Medical Imaging","issn_l":"0278-0062","issn":["0278-0062","1558-254X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Medical Imaging","raw_type":"journal-article"},{"id":"pmid:33048671","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/33048671","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on medical imaging","raw_type":null},{"id":"pmh:oai:publications.polymtl.ca:48010","is_oa":false,"landing_page_url":"https://publications.polymtl.ca/48010/","pdf_url":null,"source":{"id":"https://openalex.org/S4306401013","display_name":"PolyPublie (\u00c9cole Polytechnique de Montr\u00e9al)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I45683168","host_organization_name":"Polytechnique Montr\u00e9al","host_organization_lineage":["https://openalex.org/I45683168"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article de revue"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320320994","display_name":"Canada Research Chairs","ror":"https://ror.org/0517h6h17"},{"id":"https://openalex.org/F4320334593","display_name":"Natural Sciences and Engineering Research Council of Canada","ror":"https://ror.org/01h531d29"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":54,"referenced_works":["https://openalex.org/W119978033","https://openalex.org/W1716332629","https://openalex.org/W1716527092","https://openalex.org/W1964675598","https://openalex.org/W1968480758","https://openalex.org/W1972477776","https://openalex.org/W1992263030","https://openalex.org/W2011841404","https://openalex.org/W2023445652","https://openalex.org/W2025313725","https://openalex.org/W2028194957","https://openalex.org/W2037977150","https://openalex.org/W2044573871","https://openalex.org/W2055048070","https://openalex.org/W2077610766","https://openalex.org/W2095386008","https://openalex.org/W2118902366","https://openalex.org/W2137019935","https://openalex.org/W2149402078","https://openalex.org/W2270948904","https://openalex.org/W2301286433","https://openalex.org/W2329673985","https://openalex.org/W2409285820","https://openalex.org/W2488744541","https://openalex.org/W2517954747","https://openalex.org/W2528639018","https://openalex.org/W2580617196","https://openalex.org/W2586889899","https://openalex.org/W2589644515","https://openalex.org/W2606517404","https://openalex.org/W2751545552","https://openalex.org/W2769532248","https://openalex.org/W2805118053","https://openalex.org/W2806001115","https://openalex.org/W2886943560","https://openalex.org/W2889147523","https://openalex.org/W2941252010","https://openalex.org/W2962790412","https://openalex.org/W2963165299","https://openalex.org/W2963446712","https://openalex.org/W2964066956","https://openalex.org/W2964193171","https://openalex.org/W2964203186","https://openalex.org/W2964350391","https://openalex.org/W2964664885","https://openalex.org/W2982573856","https://openalex.org/W2994613658","https://openalex.org/W3026197769","https://openalex.org/W6604852252","https://openalex.org/W6637471359","https://openalex.org/W6694260854","https://openalex.org/W6722713550","https://openalex.org/W6728547873","https://openalex.org/W6743761653"],"related_works":["https://openalex.org/W4387917489","https://openalex.org/W2230280246","https://openalex.org/W2978999882","https://openalex.org/W2106222201","https://openalex.org/W2940802002","https://openalex.org/W2897262540","https://openalex.org/W2319837831","https://openalex.org/W3175427170","https://openalex.org/W2282664943","https://openalex.org/W2052143774"],"abstract_inverted_index":{"Recent":[0],"fusionless":[1],"surgical":[2],"techniques":[3],"for":[4],"corrective":[5,51,87,169],"spine":[6,180,192,205,229],"surgery":[7,77,113],"such":[8],"as":[9,207],"Anterior":[10],"Vertebral":[11],"Body":[12],"Growth":[13],"Modulation":[14],"(AVBGM)":[15],"allow":[16],"to":[17,20,30,65,105,112,165,175,227,242],"treat":[18],"mild":[19],"severe":[21],"spinal":[22],"deformations":[23],"by":[24],"tethering":[25],"vertebral":[26,52],"bodies":[27],"together,":[28],"helping":[29],"preserve":[31],"lower":[32],"back":[33],"flexibility.":[34],"Forecasting":[35],"the":[36,73,91,118,153,167,176],"outcome":[37],"of":[38,152,179,203,216],"AVBGM":[39,62,76],"from":[40,142,146],"skeletally":[41],"immature":[42],"patients":[43,97,116,199],"remains":[44],"elusive":[45],"with":[46,107,133,173,214,239],"several":[47],"factors":[48],"involved":[49],"in":[50,78,93,110,117,127,136,220],"tethering,":[53],"but":[54],"could":[55],"help":[56],"orthopaedic":[57],"surgeons":[58],"plan":[59],"and":[60,98,139,194,234,238,246],"tailor":[61],"procedures":[63],"prior":[64],"surgery.":[66],"We":[67],"introduce":[68],"an":[69],"intra-operative":[70],"framework":[71],"forecasting":[72],"outcomes":[74],"during":[75],"scoliosis":[79,128],"patients.":[80],"The":[81,121,149,185,209],"method":[82],"is":[83],"based":[84,159],"on":[85,160,189,196],"spatial-temporal":[86],"networks,":[88],"which":[89],"learns":[90],"similarity":[92],"segmental":[94],"corrections":[95,181],"between":[96,115],"integrates":[99],"a":[100,156,201],"long-term":[101,131],"shifting":[102],"mechanism":[103],"designed":[104],"cope":[106],"timing":[108],"differences":[109],"onset":[111],"dates,":[114],"training":[119],"set.":[120],"model":[122],"captures":[123],"dynamic":[124],"geometric":[125],"dependencies":[126],"patients,":[129],"ensuring":[130],"dependency":[132],"temporal":[134],"dynamics":[135],"curve":[137],"evolution":[138,178],"integrated":[140],"features":[141],"inter-vertebral":[143],"disks":[144],"extracted":[145],"T2-w":[147],"MRI.":[148],"loss":[150],"function":[151],"network":[154,186,211],"introduces":[155],"regularization":[157],"term":[158],"learned":[161],"group-average":[162],"piecewise-geodesic":[163],"path":[164],"ensure":[166],"generated":[168],"transformations":[170],"are":[171],"coherent":[172],"regards":[174],"observed":[177],"at":[182,232],"follow-up":[183],"exams.":[184],"was":[187],"trained":[188],"695":[190],"3D":[191,204,221],"models":[193],"tested":[195],"72":[197],"operative":[198],"using":[200],"set":[202],"reconstructions":[206,230],"inputs.":[208],"spatio-temporal":[210],"predicted":[212],"outputs":[213],"errors":[215],"1.8":[217],"\u00b1":[218],"0.8mm":[219],"anatomical":[222],"landmarks,":[223],"yielding":[224],"geometries":[225],"similar":[226],"ground-truth":[228],"obtained":[231],"one":[233],"two":[235],"year":[236],"follow-ups":[237],"significant":[240],"improvements":[241],"comparative":[243],"deep":[244],"learning":[245],"biomechanical":[247],"models.":[248]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":1}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}