{"id":"https://openalex.org/W4416130388","doi":"https://doi.org/10.3390/jimaging11110407","title":"Fully Automated AI-Based Digital Workflow for Mirroring of Healthy and Defective Craniofacial Models","display_name":"Fully Automated AI-Based Digital Workflow for Mirroring of Healthy and Defective Craniofacial Models","publication_year":2025,"publication_date":"2025-11-12","ids":{"openalex":"https://openalex.org/W4416130388","doi":"https://doi.org/10.3390/jimaging11110407","pmid":"https://pubmed.ncbi.nlm.nih.gov/41295124"},"language":"en","primary_location":{"id":"doi:10.3390/jimaging11110407","is_oa":true,"landing_page_url":"https://doi.org/10.3390/jimaging11110407","pdf_url":"https://www.mdpi.com/2313-433X/11/11/407/pdf?version=1762931489","source":{"id":"https://openalex.org/S2736465063","display_name":"Journal of Imaging","issn_l":"2313-433X","issn":["2313-433X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Imaging","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2313-433X/11/11/407/pdf?version=1762931489","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5038002226","display_name":"Michel Beyer","orcid":"https://orcid.org/0009-0002-5377-1530"},"institutions":[{"id":"https://openalex.org/I1850255","display_name":"University of Basel","ror":"https://ror.org/02s6k3f65","country_code":"CH","type":"education","lineage":["https://openalex.org/I1850255"]},{"id":"https://openalex.org/I2802542264","display_name":"University Hospital of Basel","ror":"https://ror.org/04k51q396","country_code":"CH","type":"healthcare","lineage":["https://openalex.org/I2802542264"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Michel Beyer","raw_affiliation_strings":["Department of Oral and Cranio-Maxillofacial Surgery, University Hospital Basel, 4031 Basel, Switzerland","Medical Additive Manufacturing Research Group (Swiss MAM), Department of Biomedical Engineering, University of Basel, 4123 Allschwil, Switzerland"],"raw_orcid":"https://orcid.org/0009-0002-5377-1530","affiliations":[{"raw_affiliation_string":"Department of Oral and Cranio-Maxillofacial Surgery, University Hospital Basel, 4031 Basel, Switzerland","institution_ids":["https://openalex.org/I2802542264"]},{"raw_affiliation_string":"Medical Additive Manufacturing Research Group (Swiss MAM), Department of Biomedical Engineering, University of Basel, 4123 Allschwil, Switzerland","institution_ids":["https://openalex.org/I1850255"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5120345588","display_name":"Julian Grossi","orcid":null},"institutions":[{"id":"https://openalex.org/I1850255","display_name":"University of Basel","ror":"https://ror.org/02s6k3f65","country_code":"CH","type":"education","lineage":["https://openalex.org/I1850255"]},{"id":"https://openalex.org/I2802542264","display_name":"University Hospital of Basel","ror":"https://ror.org/04k51q396","country_code":"CH","type":"healthcare","lineage":["https://openalex.org/I2802542264"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Julian Grossi","raw_affiliation_strings":["Department of Oral and Cranio-Maxillofacial Surgery, University Hospital Basel, 4031 Basel, Switzerland","Medical Additive Manufacturing Research Group (Swiss MAM), Department of Biomedical Engineering, University of Basel, 4123 Allschwil, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Oral and Cranio-Maxillofacial Surgery, University Hospital Basel, 4031 Basel, Switzerland","institution_ids":["https://openalex.org/I2802542264"]},{"raw_affiliation_string":"Medical Additive Manufacturing Research Group (Swiss MAM), Department of Biomedical Engineering, University of Basel, 4123 Allschwil, Switzerland","institution_ids":["https://openalex.org/I1850255"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075747855","display_name":"Alexandru Victor Burde","orcid":"https://orcid.org/0000-0002-2995-9878"},"institutions":[{"id":"https://openalex.org/I208470662","display_name":"Iuliu Ha\u021bieganu University of Medicine and Pharmacy","ror":"https://ror.org/051h0cw83","country_code":"RO","type":"education","lineage":["https://openalex.org/I208470662"]}],"countries":["RO"],"is_corresponding":true,"raw_author_name":"Alexandru Burde","raw_affiliation_strings":["Department of Prosthetic Dentistry and Dental Materials, Iuliu Hatieganu University of Medicine and Pharmacy, 32 Clinicilor Street, 400006 Cluj-Napoca, Romania"],"raw_orcid":"https://orcid.org/0000-0002-2995-9878","affiliations":[{"raw_affiliation_string":"Department of Prosthetic Dentistry and Dental Materials, Iuliu Hatieganu University of Medicine and Pharmacy, 32 Clinicilor Street, 400006 Cluj-Napoca, Romania","institution_ids":["https://openalex.org/I208470662"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081103241","display_name":"Sead Abazi","orcid":null},"institutions":[{"id":"https://openalex.org/I1850255","display_name":"University of Basel","ror":"https://ror.org/02s6k3f65","country_code":"CH","type":"education","lineage":["https://openalex.org/I1850255"]},{"id":"https://openalex.org/I2802542264","display_name":"University Hospital of Basel","ror":"https://ror.org/04k51q396","country_code":"CH","type":"healthcare","lineage":["https://openalex.org/I2802542264"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Sead Abazi","raw_affiliation_strings":["Department of Oral and Cranio-Maxillofacial Surgery, University Hospital Basel, 4031 Basel, Switzerland","Medical Additive Manufacturing Research Group (Swiss MAM), Department of Biomedical Engineering, University of Basel, 4123 Allschwil, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Oral and Cranio-Maxillofacial Surgery, University Hospital Basel, 4031 Basel, Switzerland","institution_ids":["https://openalex.org/I2802542264"]},{"raw_affiliation_string":"Medical Additive Manufacturing Research Group (Swiss MAM), Department of Biomedical Engineering, University of Basel, 4123 Allschwil, Switzerland","institution_ids":["https://openalex.org/I1850255"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073701653","display_name":"Lukas Benedikt Seifert","orcid":"https://orcid.org/0000-0002-0069-9961"},"institutions":[{"id":"https://openalex.org/I1850255","display_name":"University of Basel","ror":"https://ror.org/02s6k3f65","country_code":"CH","type":"education","lineage":["https://openalex.org/I1850255"]},{"id":"https://openalex.org/I2802542264","display_name":"University Hospital of Basel","ror":"https://ror.org/04k51q396","country_code":"CH","type":"healthcare","lineage":["https://openalex.org/I2802542264"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Lukas Seifert","raw_affiliation_strings":["Department of Oral and Cranio-Maxillofacial Surgery, University Hospital Basel, 4031 Basel, Switzerland","Medical Additive Manufacturing Research Group (Swiss MAM), Department of Biomedical Engineering, University of Basel, 4123 Allschwil, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Oral and Cranio-Maxillofacial Surgery, University Hospital Basel, 4031 Basel, Switzerland","institution_ids":["https://openalex.org/I2802542264"]},{"raw_affiliation_string":"Medical Additive Manufacturing Research Group (Swiss MAM), Department of Biomedical Engineering, University of Basel, 4123 Allschwil, Switzerland","institution_ids":["https://openalex.org/I1850255"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5120394666","display_name":"Joachim Polligkeit","orcid":null},"institutions":[{"id":"https://openalex.org/I1850255","display_name":"University of Basel","ror":"https://ror.org/02s6k3f65","country_code":"CH","type":"education","lineage":["https://openalex.org/I1850255"]},{"id":"https://openalex.org/I2802542264","display_name":"University Hospital of Basel","ror":"https://ror.org/04k51q396","country_code":"CH","type":"healthcare","lineage":["https://openalex.org/I2802542264"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Joachim Polligkeit","raw_affiliation_strings":["Department of Oral and Cranio-Maxillofacial Surgery, University Hospital Basel, 4031 Basel, Switzerland","Medical Additive Manufacturing Research Group (Swiss MAM), Department of Biomedical Engineering, University of Basel, 4123 Allschwil, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Oral and Cranio-Maxillofacial Surgery, University Hospital Basel, 4031 Basel, Switzerland","institution_ids":["https://openalex.org/I2802542264"]},{"raw_affiliation_string":"Medical Additive Manufacturing Research Group (Swiss MAM), Department of Biomedical Engineering, University of Basel, 4123 Allschwil, Switzerland","institution_ids":["https://openalex.org/I1850255"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063090316","display_name":"Neha Umakant Chodankar","orcid":"https://orcid.org/0000-0003-1624-5611"},"institutions":[{"id":"https://openalex.org/I140887281","display_name":"Goa University","ror":"https://ror.org/030reqw53","country_code":"IN","type":"education","lineage":["https://openalex.org/I140887281"]},{"id":"https://openalex.org/I4210094289","display_name":"Central Coastal Agricultural Research Institute","ror":"https://ror.org/00n1gdp39","country_code":"IN","type":"facility","lineage":["https://openalex.org/I179420787","https://openalex.org/I4210094289"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Neha Umakant Chodankar","raw_affiliation_strings":["Department of Dentistry, Healthway Hospitals, Ella Old Goa 403110, Goa, India","Miramar Dental Centre, Caranzalem, Panaji 403001, Goa, India"],"raw_orcid":"https://orcid.org/0000-0003-1624-5611","affiliations":[{"raw_affiliation_string":"Department of Dentistry, Healthway Hospitals, Ella Old Goa 403110, Goa, India","institution_ids":["https://openalex.org/I4210094289"]},{"raw_affiliation_string":"Miramar Dental Centre, Caranzalem, Panaji 403001, Goa, India","institution_ids":["https://openalex.org/I140887281"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077321291","display_name":"Florian M. Thieringer","orcid":"https://orcid.org/0000-0003-3035-9308"},"institutions":[{"id":"https://openalex.org/I1850255","display_name":"University of Basel","ror":"https://ror.org/02s6k3f65","country_code":"CH","type":"education","lineage":["https://openalex.org/I1850255"]},{"id":"https://openalex.org/I2802542264","display_name":"University Hospital of Basel","ror":"https://ror.org/04k51q396","country_code":"CH","type":"healthcare","lineage":["https://openalex.org/I2802542264"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Florian M. Thieringer","raw_affiliation_strings":["Department of Oral and Cranio-Maxillofacial Surgery, University Hospital Basel, 4031 Basel, Switzerland","Medical Additive Manufacturing Research Group (Swiss MAM), Department of Biomedical Engineering, University of Basel, 4123 Allschwil, Switzerland"],"raw_orcid":"https://orcid.org/0000-0003-3035-9308","affiliations":[{"raw_affiliation_string":"Department of Oral and Cranio-Maxillofacial Surgery, University Hospital Basel, 4031 Basel, Switzerland","institution_ids":["https://openalex.org/I2802542264"]},{"raw_affiliation_string":"Medical Additive Manufacturing Research Group (Swiss MAM), Department of Biomedical Engineering, University of Basel, 4123 Allschwil, Switzerland","institution_ids":["https://openalex.org/I1850255"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5075747855"],"corresponding_institution_ids":["https://openalex.org/I208470662"],"apc_list":{"value":1600,"currency":"CHF","value_usd":1782},"apc_paid":{"value":1600,"currency":"CHF","value_usd":1782},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.41787097,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"11","issue":"11","first_page":"407","last_page":"407"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11363","display_name":"Dental Radiography and Imaging","score":0.6593999862670898,"subfield":{"id":"https://openalex.org/subfields/3504","display_name":"Oral Surgery"},"field":{"id":"https://openalex.org/fields/35","display_name":"Dentistry"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11363","display_name":"Dental Radiography and Imaging","score":0.6593999862670898,"subfield":{"id":"https://openalex.org/subfields/3504","display_name":"Oral Surgery"},"field":{"id":"https://openalex.org/fields/35","display_name":"Dentistry"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11562","display_name":"Facial Trauma and Fracture Management","score":0.15389999747276306,"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/T10706","display_name":"Traumatic Brain Injury and Neurovascular Disturbances","score":0.02710000053048134,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Neurology"},"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/mirroring","display_name":"Mirroring","score":0.680400013923645},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.6274999976158142},{"id":"https://openalex.org/keywords/craniofacial","display_name":"Craniofacial","score":0.5097000002861023},{"id":"https://openalex.org/keywords/workflow","display_name":"Workflow","score":0.46709999442100525},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.3944999873638153},{"id":"https://openalex.org/keywords/sagittal-plane","display_name":"Sagittal plane","score":0.3901999890804291},{"id":"https://openalex.org/keywords/morphing","display_name":"Morphing","score":0.35899999737739563},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3515999913215637}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7271999716758728},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6930000185966492},{"id":"https://openalex.org/C189645446","wikidata":"https://www.wikidata.org/wiki/Q350865","display_name":"Mirroring","level":2,"score":0.680400013923645},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.6539000272750854},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.6274999976158142},{"id":"https://openalex.org/C2781245598","wikidata":"https://www.wikidata.org/wiki/Q5182134","display_name":"Craniofacial","level":2,"score":0.5097000002861023},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.46709999442100525},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.3944999873638153},{"id":"https://openalex.org/C178910020","wikidata":"https://www.wikidata.org/wiki/Q2211994","display_name":"Sagittal plane","level":2,"score":0.3901999890804291},{"id":"https://openalex.org/C50637493","wikidata":"https://www.wikidata.org/wiki/Q1136781","display_name":"Morphing","level":2,"score":0.35899999737739563},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3515999913215637},{"id":"https://openalex.org/C29081049","wikidata":"https://www.wikidata.org/wiki/Q1364242","display_name":"Image stitching","level":2,"score":0.31679999828338623},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.3147999942302704},{"id":"https://openalex.org/C502989409","wikidata":"https://www.wikidata.org/wiki/Q11425","display_name":"Animation","level":2,"score":0.29330000281333923},{"id":"https://openalex.org/C2779300802","wikidata":"https://www.wikidata.org/wiki/Q13147","display_name":"Skull","level":2,"score":0.2897000014781952},{"id":"https://openalex.org/C45107383","wikidata":"https://www.wikidata.org/wiki/Q1311829","display_name":"Isosurface","level":3,"score":0.27950000762939453},{"id":"https://openalex.org/C58103923","wikidata":"https://www.wikidata.org/wiki/Q2286025","display_name":"Silhouette","level":2,"score":0.2793999910354614},{"id":"https://openalex.org/C2779751349","wikidata":"https://www.wikidata.org/wiki/Q1474480","display_name":"Scanner","level":2,"score":0.27309998869895935},{"id":"https://openalex.org/C2778043341","wikidata":"https://www.wikidata.org/wiki/Q5182142","display_name":"Craniofacial surgery","level":3,"score":0.2676999866962433},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.26260000467300415}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/jimaging11110407","is_oa":true,"landing_page_url":"https://doi.org/10.3390/jimaging11110407","pdf_url":"https://www.mdpi.com/2313-433X/11/11/407/pdf?version=1762931489","source":{"id":"https://openalex.org/S2736465063","display_name":"Journal of Imaging","issn_l":"2313-433X","issn":["2313-433X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Imaging","raw_type":"journal-article"},{"id":"pmid:41295124","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41295124","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":"Journal of imaging","raw_type":null},{"id":"pmh:oai:doaj.org/article:b125d8c47a4c488e919dfba4cc1a5a28","is_oa":true,"landing_page_url":"https://doaj.org/article/b125d8c47a4c488e919dfba4cc1a5a28","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Imaging, Vol 11, Iss 11, p 407 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/jimaging11110407","is_oa":true,"landing_page_url":"https://doi.org/10.3390/jimaging11110407","pdf_url":"https://www.mdpi.com/2313-433X/11/11/407/pdf?version=1762931489","source":{"id":"https://openalex.org/S2736465063","display_name":"Journal of Imaging","issn_l":"2313-433X","issn":["2313-433X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Imaging","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320317012","display_name":"Werner Siemens-Stiftung","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4416130388.pdf","grobid_xml":"https://content.openalex.org/works/W4416130388.grobid-xml"},"referenced_works_count":30,"referenced_works":["https://openalex.org/W159064725","https://openalex.org/W1949278327","https://openalex.org/W2053053930","https://openalex.org/W2053247198","https://openalex.org/W2075558132","https://openalex.org/W2082485074","https://openalex.org/W2083242572","https://openalex.org/W2088191989","https://openalex.org/W2094363189","https://openalex.org/W2150454052","https://openalex.org/W2167624263","https://openalex.org/W2291893862","https://openalex.org/W2789644930","https://openalex.org/W2907928257","https://openalex.org/W2911895004","https://openalex.org/W2912989244","https://openalex.org/W2958943364","https://openalex.org/W2980847173","https://openalex.org/W3048845486","https://openalex.org/W3135657842","https://openalex.org/W3191237919","https://openalex.org/W3194908089","https://openalex.org/W4200380748","https://openalex.org/W4321501909","https://openalex.org/W4360992964","https://openalex.org/W4377020433","https://openalex.org/W4389738179","https://openalex.org/W4391317367","https://openalex.org/W4395665546","https://openalex.org/W4408238355"],"related_works":[],"abstract_inverted_index":{"The":[0,117,172],"accurate":[1],"reconstruction":[2],"of":[3,12,52,174],"craniofacial":[4,48,197],"defects":[5,175],"requires":[6],"the":[7,83,125,131],"precise":[8],"segmentation":[9,43,121],"and":[10,24,32,67,87,97,114,130,187,193],"mirroring":[11,46],"healthy":[13],"anatomy.":[14],"Conventional":[15],"workflows":[16],"rely":[17],"on":[18],"manual":[19],"interaction,":[20],"making":[21],"them":[22],"time-consuming":[23],"subject":[25],"to":[26,59,81],"operator":[27],"variability.":[28],"This":[29,181],"study":[30],"developed":[31],"validated":[33],"a":[34,61],"fully":[35],"automated":[36,182],"digital":[37],"pipeline":[38],"that":[39],"integrates":[40],"deep":[41],"learning-based":[42],"with":[44,94],"algorithmic":[45],"for":[47,65,123,196],"reconstruction.":[49,198],"A":[50,70],"total":[51],"388":[53],"cranial":[54],"CT":[55],"scans":[56],"were":[57,92],"used":[58],"train":[60],"three-dimensional":[62],"nnU-Net":[63,118],"model":[64],"skull":[66,132],"mandible":[68,126],"segmentation.":[69],"Principal":[71],"Component":[72],"Analysis-Iterative":[73],"Closest":[74],"Point":[75],"(PCA-ICP)":[76],"algorithm":[77],"was":[78],"then":[79],"applied":[80],"compute":[82],"sagittal":[84],"symmetry":[85,100],"plane":[86],"perform":[88],"mirroring.":[89],"Automated":[90],"results":[91,137],"compared":[93],"expert-generated":[95],"segmentations":[96],"manually":[98],"defined":[99],"planes":[101,145],"using":[102],"Dice":[103],"Similarity":[104],"Coefficient":[105],"(DSC),":[106],"Mean":[107],"Surface":[108],"Distance":[109,112],"(MSD),":[110],"Hausdorff":[111],"(HD),":[113],"angular":[115,140],"deviation.":[116],"achieved":[119],"high":[120],"accuracy":[122],"both":[124],"(mean":[127,133],"DSC":[128,134],"0.956)":[129],"0.965).":[135],"Mirroring":[136],"showed":[138],"minimal":[139],"deviation":[141],"from":[142],"expert":[143],"reference":[144],"(mandible:":[146],"1.32\u00b0":[147],"\u00b1":[148,154,161,167],"0.71\u00b0":[149],"in":[150,156,163,169],"defect":[151,164],"cases,":[152,165],"1.58\u00b0":[153],"1.12\u00b0":[155],"intact":[157,170],"cases;":[158],"skull:":[159],"1.75\u00b0":[160],"0.84\u00b0":[162],"1.15\u00b0":[166],"0.81\u00b0":[168],"cases).":[171],"presence":[173],"did":[176],"not":[177],"significantly":[178],"affect":[179],"accuracy.":[180],"workflow":[183],"demonstrated":[184],"robust":[185],"performance":[186],"clinical":[188],"applicability,":[189],"offering":[190],"standardized,":[191],"reproducible,":[192],"time-efficient":[194],"planning":[195]},"counts_by_year":[],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-11-12T00:00:00"}
