{"id":"https://openalex.org/W3011485513","doi":"https://doi.org/10.1117/12.2566372","title":"SpineCloud: image analytics for predictive modeling of spine surgery outcomes","display_name":"SpineCloud: image analytics for predictive modeling of spine surgery outcomes","publication_year":2020,"publication_date":"2020-03-16","ids":{"openalex":"https://openalex.org/W3011485513","doi":"https://doi.org/10.1117/12.2566372","mag":"3011485513"},"language":"en","primary_location":{"id":"doi:10.1117/12.2566372","is_oa":false,"landing_page_url":"https://doi.org/10.1117/12.2566372","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Medical Imaging 2020: Image-Guided Procedures, Robotic Interventions, and Modeling","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"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/A5009818606","display_name":"Tharindu S. De Silva","orcid":null},"institutions":[{"id":"https://openalex.org/I145311948","display_name":"Johns Hopkins University","ror":"https://ror.org/00za53h95","country_code":"US","type":"education","lineage":["https://openalex.org/I145311948"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tharindu S. De Silva","raw_affiliation_strings":["Johns Hopkins Univ. (United States)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Johns Hopkins Univ. (United States)","institution_ids":["https://openalex.org/I145311948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112422374","display_name":"S. Swaroop Vedula","orcid":null},"institutions":[{"id":"https://openalex.org/I145311948","display_name":"Johns Hopkins University","ror":"https://ror.org/00za53h95","country_code":"US","type":"education","lineage":["https://openalex.org/I145311948"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sathyanarayana Vedula","raw_affiliation_strings":["Johns Hopkins Univ. (United States)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Johns Hopkins Univ. (United States)","institution_ids":["https://openalex.org/I145311948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066615498","display_name":"Alexander Perdomo\u2010Pantoja","orcid":"https://orcid.org/0000-0002-4981-8132"},"institutions":[{"id":"https://openalex.org/I145311948","display_name":"Johns Hopkins University","ror":"https://ror.org/00za53h95","country_code":"US","type":"education","lineage":["https://openalex.org/I145311948"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Alexander Perdomo-Pantoja","raw_affiliation_strings":["Johns Hopkins Univ. (United States)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Johns Hopkins Univ. (United States)","institution_ids":["https://openalex.org/I145311948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059446227","display_name":"Rohan C. Vijayan","orcid":"https://orcid.org/0000-0003-4132-0783"},"institutions":[{"id":"https://openalex.org/I145311948","display_name":"Johns Hopkins University","ror":"https://ror.org/00za53h95","country_code":"US","type":"education","lineage":["https://openalex.org/I145311948"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Rohan C. Vijayan","raw_affiliation_strings":["Johns Hopkins University (United States)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Johns Hopkins University (United States)","institution_ids":["https://openalex.org/I145311948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007463972","display_name":"Sophia A. Doerr","orcid":"https://orcid.org/0000-0003-0278-8439"},"institutions":[{"id":"https://openalex.org/I145311948","display_name":"Johns Hopkins University","ror":"https://ror.org/00za53h95","country_code":"US","type":"education","lineage":["https://openalex.org/I145311948"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sophia A. Doerr","raw_affiliation_strings":["Johns Hopkins Univ. (United States)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Johns Hopkins Univ. (United States)","institution_ids":["https://openalex.org/I145311948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089623752","display_name":"Ali Uneri","orcid":"https://orcid.org/0000-0003-3419-1805"},"institutions":[{"id":"https://openalex.org/I145311948","display_name":"Johns Hopkins University","ror":"https://ror.org/00za53h95","country_code":"US","type":"education","lineage":["https://openalex.org/I145311948"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ali Uneri","raw_affiliation_strings":["Johns Hopkins University (United States)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Johns Hopkins University (United States)","institution_ids":["https://openalex.org/I145311948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009793323","display_name":"Runze Han","orcid":"https://orcid.org/0000-0002-3618-5997"},"institutions":[{"id":"https://openalex.org/I145311948","display_name":"Johns Hopkins University","ror":"https://ror.org/00za53h95","country_code":"US","type":"education","lineage":["https://openalex.org/I145311948"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Runze Han","raw_affiliation_strings":["Johns Hopkins Univ. (United States)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Johns Hopkins Univ. (United States)","institution_ids":["https://openalex.org/I145311948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044627248","display_name":"Michael D. Ketcha","orcid":"https://orcid.org/0000-0003-0621-183X"},"institutions":[{"id":"https://openalex.org/I145311948","display_name":"Johns Hopkins University","ror":"https://ror.org/00za53h95","country_code":"US","type":"education","lineage":["https://openalex.org/I145311948"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Michael D. Ketcha","raw_affiliation_strings":["Johns Hopkins Univ. (United States)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Johns Hopkins Univ. (United States)","institution_ids":["https://openalex.org/I145311948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019339925","display_name":"Richard L. Skolasky","orcid":"https://orcid.org/0000-0002-2598-4427"},"institutions":[{"id":"https://openalex.org/I145311948","display_name":"Johns Hopkins University","ror":"https://ror.org/00za53h95","country_code":"US","type":"education","lineage":["https://openalex.org/I145311948"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Richard L. Skolasky","raw_affiliation_strings":["Johns Hopkins Univ. (United States)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Johns Hopkins Univ. (United States)","institution_ids":["https://openalex.org/I145311948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032244188","display_name":"Brian Caffo","orcid":null},"institutions":[{"id":"https://openalex.org/I145311948","display_name":"Johns Hopkins University","ror":"https://ror.org/00za53h95","country_code":"US","type":"education","lineage":["https://openalex.org/I145311948"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"B. Caffo","raw_affiliation_strings":["Johns Hopkins Univ. (United States)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Johns Hopkins Univ. (United States)","institution_ids":["https://openalex.org/I145311948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041383246","display_name":"Gregory D. Hager","orcid":"https://orcid.org/0000-0002-6662-9763"},"institutions":[{"id":"https://openalex.org/I145311948","display_name":"Johns Hopkins University","ror":"https://ror.org/00za53h95","country_code":"US","type":"education","lineage":["https://openalex.org/I145311948"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"G. Hager","raw_affiliation_strings":["Johns Hopkins Univ. (United States)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Johns Hopkins Univ. (United States)","institution_ids":["https://openalex.org/I145311948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012706474","display_name":"Timothy F. Witham","orcid":"https://orcid.org/0000-0002-9397-8344"},"institutions":[{"id":"https://openalex.org/I145311948","display_name":"Johns Hopkins University","ror":"https://ror.org/00za53h95","country_code":"US","type":"education","lineage":["https://openalex.org/I145311948"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Timothy Witham","raw_affiliation_strings":["Johns Hopkins Univ. (United States)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Johns Hopkins Univ. (United States)","institution_ids":["https://openalex.org/I145311948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054749088","display_name":"Nicholas Theodore","orcid":"https://orcid.org/0000-0001-5355-2683"},"institutions":[{"id":"https://openalex.org/I145311948","display_name":"Johns Hopkins University","ror":"https://ror.org/00za53h95","country_code":"US","type":"education","lineage":["https://openalex.org/I145311948"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nicholas Theodore","raw_affiliation_strings":["Johns Hopkins Univ. (United States)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Johns Hopkins Univ. (United States)","institution_ids":["https://openalex.org/I145311948"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5068070550","display_name":"Jeffrey H. Siewerdsen","orcid":"https://orcid.org/0000-0001-6644-1317"},"institutions":[{"id":"https://openalex.org/I145311948","display_name":"Johns Hopkins University","ror":"https://ror.org/00za53h95","country_code":"US","type":"education","lineage":["https://openalex.org/I145311948"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jeffrey H. Siewerdsen","raw_affiliation_strings":["Johns Hopkins Univ. (United States)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Johns Hopkins Univ. (United States)","institution_ids":["https://openalex.org/I145311948"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I145311948"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"108","last_page":"108"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14510","display_name":"Medical Imaging and Analysis","score":0.9994000196456909,"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":0.9994000196456909,"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/T10238","display_name":"Spine and Intervertebral Disc Pathology","score":0.9733999967575073,"subfield":{"id":"https://openalex.org/subfields/2734","display_name":"Pathology and Forensic 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/predictive-analytics","display_name":"Predictive analytics","score":0.6809542179107666},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6358027458190918},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.6294910311698914},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.4449378252029419},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.39577576518058777},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.37904030084609985}],"concepts":[{"id":"https://openalex.org/C83209312","wikidata":"https://www.wikidata.org/wiki/Q1053367","display_name":"Predictive analytics","level":2,"score":0.6809542179107666},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6358027458190918},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.6294910311698914},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.4449378252029419},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39577576518058777},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.37904030084609985}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1117/12.2566372","is_oa":false,"landing_page_url":"https://doi.org/10.1117/12.2566372","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Medical Imaging 2020: Image-Guided Procedures, Robotic Interventions, and Modeling","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4099999964237213,"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2570647323","https://openalex.org/W2206805568","https://openalex.org/W2076942471","https://openalex.org/W3138622659","https://openalex.org/W2863268765","https://openalex.org/W3027285423","https://openalex.org/W4310083754","https://openalex.org/W4240347109","https://openalex.org/W2896245927","https://openalex.org/W4205879366"],"abstract_inverted_index":{"Spinal":[0],"degeneration":[1],"and":[2,45,58,85,104,114,177,185,197,265,295,303,314],"deformity":[3],"present":[4],"an":[5,127,194],"enormous":[6],"healthcare":[7],"burden,":[8],"with":[9,31,147],"spine":[10,18,72,136,290],"surgery":[11,19,73,137,291],"among":[12],"the":[13,27,61,67,96,102,107,158,188,213,261,297],"main":[14],"treatment":[15],"modalities.":[16],"Unfortunately,":[17],"(e.g.,":[20,227,276],"lumbar":[21],"fusion)":[22],"exhibits":[23],"broad":[24],"variability":[25],"in":[26,38,56,71,88,93,116,145,200,281,289],"quality":[28,68],"of":[29,33,69,90,95,129,167,205,216,285,312],"outcome,":[30],"~20-40%":[32],"patients":[34,304],"gaining":[35],"no":[36],"benefit":[37],"pain":[39],"or":[40],"function":[41],"(\u201cfailed":[42],"back":[43],"surgery\u201d)":[44],"earning":[46],"criticism":[47],"that":[48,81,119,140,218,240,256],"is":[49,209,251],"difficult":[50],"to":[51,65,151,157,180,211,270,309],"reconcile":[52],"versus":[53],"rapid":[54],"growth":[55],"frequency":[57],"cost":[59],"over":[60],"last":[62],"decade.":[63],"Vital":[64],"advancing":[66],"care":[70],"are":[74,82,161,244],"improved":[75,278],"clinical":[76,224],"decision":[77,109,237],"support":[78],"(CDS)":[79],"tools":[80,288],"accurate,":[83],"explainable,":[84],"actionable:":[86],"accurate":[87,153],"prediction":[89,133,149,242,250],"outcomes;":[91],"explainable":[92,148,245],"terms":[94],"physical":[97],"/":[98,223],"physiological":[99],"factors":[100],"underlying":[101],"prediction;":[103],"actionable":[105,253,307],"within":[106],"shared":[108,298],"process":[110,300],"between":[111,301],"a":[112,130,248],"surgeon":[113,262],"patient":[115],"identifying":[117],"steps":[118],"could":[120,292],"improve":[121,296,310],"outcome.":[122],"This":[123],"technical":[124],"note":[125],"presents":[126],"overview":[128],"novel":[131],"outcome":[132,154],"framework":[134,160],"for":[135,165],"(dubbed":[138],"SpineCloud)":[139],"leverages":[141],"innovative":[142],"image":[143,162],"analytics":[144],"combination":[146],"models":[150,217,243],"achieve":[152],"prediction.":[155],"Key":[156],"SpineCloud":[159],"analysis":[163,271],"methods":[164],"extraction":[166],"high-level":[168],"quantitative":[169],"features":[170,208,255,308],"from":[171,193],"multi-modality":[172],"peri-operative":[173],"images":[174],"(CT,":[175],"MR,":[176],"radiography)":[178],"related":[179],"spinal":[181],"morphology":[182],"(including":[183,191],"bone":[184],"soft-tissue":[186],"features),":[187],"surgical":[189],"construct":[190],"deviation":[192],"ideal":[195],"reference),":[196],"longitudinal":[198],"change":[199],"such":[201,206,241,286],"features.":[202],"The":[203],"inclusion":[204],"image-based":[207],"hypothesized":[210],"boost":[212,266],"predictive":[214,267],"power":[215],"conventionally":[219],"rely":[220],"on":[221,273],"demographic":[222],"data":[225],"alone":[226,275],"age,":[228],"gender,":[229],"BMI,":[230],"etc.).":[231],"Preliminary":[232],"results":[233],"using":[234],"gradient":[235],"boosted":[236],"trees":[238],"demonstrate":[239],"(i.e.,":[246],"why":[247],"particular":[249],"made),":[252],"(identifying":[254],"may":[257],"be":[258],"addressed":[259],"by":[260,279,305],"and/or":[263],"patient),":[264],"accuracy":[268],"compared":[269],"based":[272],"demographics":[274],"AUC":[277],"~25%":[280],"preliminary":[282],"studies).":[283],"Incorporation":[284],"CDS":[287],"fundamentally":[293],"alter":[294],"decisionmaking":[299],"surgeons":[302],"highlighting":[306],"selection":[311],"therapeutic":[313],"rehabilitative":[315],"pathways.":[316]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2020,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}