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% Manual / EndNote entries belong in references-manual.bib and are appended below.

@article{Liebsch2019, title={Patterns of serial rib fractures after blunt chest trauma: An analysis of 380 cases}, volume={14}, ISSN={1932-6203}, url={http://dx.doi.org/10.1371/journal.pone.0224105}, DOI={10.1371/journal.pone.0224105}, number={12}, journal={PLOS ONE}, publisher={Public Library of Science (PLoS)}, author={Liebsch, Christian and Seiffert, Tina and Vlcek, Markus and Beer, Meinrad and Huber-Lang, Markus and Wilke, Hans-Joachim}, editor={Agarwal, Suresh}, year={2019}, month=dec, pages={e0224105} }

@article{Peek2020TSACO, title={Traumatic rib fractures: a marker of severe injury. A nationwide study using the National Trauma Data Bank}, volume={5}, ISSN={2397-5776}, url={http://dx.doi.org/10.1136/tsaco-2020-000441}, DOI={10.1136/tsaco-2020-000441}, number={1}, journal={Trauma Surgery \& Acute Care Open}, publisher={BMJ}, author={Peek, Jesse and Ochen, Yassine and Saillant, Noelle and Groenwold, Rolf H H and Leenen, Loek P H and Uribe-Leitz, Tarsicio and Houwert, R Marijn and Heng, Marilyn}, year={2020}, month=jun, pages={e000441} }

@article{Peek2020EJTES, title={Epidemiology and outcome of rib fractures: a nationwide study in the Netherlands}, volume={48}, ISSN={1863-9941}, url={http://dx.doi.org/10.1007/s00068-020-01412-2}, DOI={10.1007/s00068-020-01412-2}, number={1}, journal={European Journal of Trauma and Emergency Surgery}, publisher={Springer Science and Business Media LLC}, author={Peek, Jesse and Beks, Reinier B. and Hietbrink, Falco and De Jong, Mirjam B. and Heng, Marilyn and Beeres, Frank J. P. and IJpma, Frank F. A. and Leenen, Loek P. H. and Groenwold, Rolf H. H. and Houwert, Roderick M.}, year={2020}, month=jun, pages={265--271} }

@article{Iwamoto2015, title={Development and Validation of the Total HUman Model for Safety (THUMS) Toward Further Understanding of Occupant Injury Mechanisms in Precrash and During Crash}, volume={16}, ISSN={1538-957X}, url={http://dx.doi.org/10.1080/15389588.2015.1015000}, DOI={10.1080/15389588.2015.1015000}, number={sup1}, journal={Traffic Injury Prevention}, publisher={Informa UK Limited}, author={Iwamoto, Masami and Nakahira, Yuko and Kimpara, Hideyuki}, year={2015}, month=jun, pages={S36--S48} }

@article{Vavalle2013, title={Lateral Impact Validation of a Geometrically Accurate Full Body Finite Element Model for Blunt Injury Prediction}, volume={41}, ISSN={1573-9686}, url={http://dx.doi.org/10.1007/s10439-012-0684-3}, DOI={10.1007/s10439-012-0684-3}, number={3}, journal={Annals of Biomedical Engineering}, publisher={Springer Science and Business Media LLC}, author={Vavalle, Nicholas A. and Moreno, Daniel P. and Rhyne, Ashley C. and Stitzel, Joel D. and Gayzik, F. Scott}, year={2012}, month=nov, pages={497--512} }

@article{Iraeus2020, title={Generic finite element models of human ribs, developed and validated for stiffness and strain prediction -- To be used in rib fracture risk evaluation for the human population in vehicle crashes}, volume={106}, ISSN={1751-6161}, url={http://dx.doi.org/10.1016/j.jmbbm.2020.103742}, DOI={10.1016/j.jmbbm.2020.103742}, journal={Journal of the Mechanical Behavior of Biomedical Materials}, publisher={Elsevier BV}, author={Iraeus, Johan and Brolin, Karin and Pipkorn, Bengt}, year={2020}, month=jun, pages={103742} }

@article{Holcombe2023, title={Cross-sectional properties of rib geometry from an adult population}, volume={11}, ISSN={2296-4185}, url={http://dx.doi.org/10.3389/fbioe.2023.1158242}, DOI={10.3389/fbioe.2023.1158242}, journal={Frontiers in Bioengineering and Biotechnology}, publisher={Frontiers Media SA}, author={Holcombe, Sven and Huang, Yuan}, year={2023}, month=may }

@article{Holcombe2020, title={Comparing FE human body model rib geometry to population data}, volume={19}, ISSN={1617-7940}, url={http://dx.doi.org/10.1007/s10237-020-01335-2}, DOI={10.1007/s10237-020-01335-2}, number={6}, journal={Biomechanics and Modeling in Mechanobiology}, publisher={Springer Science and Business Media LLC}, author={Holcombe, Sven A. and Agnew, Amanda M. and Derstine, Brian and Wang, Stewart C.}, year={2020}, month=may, pages={2227--2239} }

@article{Wang2016, title={A parametric ribcage geometry model accounting for variations among the adult population}, volume={49}, ISSN={0021-9290}, url={http://dx.doi.org/10.1016/j.jbiomech.2016.06.020}, DOI={10.1016/j.jbiomech.2016.06.020}, number={13}, journal={Journal of Biomechanics}, publisher={Elsevier BV}, author={Wang, Yulong and Cao, Libo and Bai, Zhonghao and Reed, Matthew P. and Rupp, Jonathan D. and Hoff, Carrie N. and Hu, Jingwen}, year={2016}, month=sep, pages={2791--2798} }

@article{Larsson2024, title={A First Step Toward a Family of Morphed Human Body Models Enabling Prediction of Population Injury Outcomes}, volume={146}, ISSN={1528-8951}, url={http://dx.doi.org/10.1115/1.4064033}, DOI={10.1115/1.4064033}, number={3}, journal={Journal of Biomechanical Engineering}, publisher={ASME International}, author={Larsson, Karl-Johan and \"{O}sth, Jonas and Iraeus, Johan and Pipkorn, Bengt}, year={2024}, month=jan }

@article{Shi2014, title={A statistical human rib cage geometry model accounting for variations by age, sex, stature and body mass index}, volume={47}, ISSN={0021-9290}, url={http://dx.doi.org/10.1016/j.jbiomech.2014.04.045}, DOI={10.1016/j.jbiomech.2014.04.045}, number={10}, journal={Journal of Biomechanics}, publisher={Elsevier BV}, author={Shi, Xiangnan and Cao, Libo and Reed, Matthew P. and Rupp, Jonathan D. and Hoff, Carrie N. and Hu, Jingwen}, year={2014}, month=jul, pages={2277--2285} }

@article{Larsson2023, title={Influences of human thorax variability on population rib fracture risk prediction using human body models}, volume={11}, ISSN={2296-4185}, url={http://dx.doi.org/10.3389/fbioe.2023.1154272}, DOI={10.3389/fbioe.2023.1154272}, journal={Frontiers in Bioengineering and Biotechnology}, publisher={Frontiers Media SA}, author={Larsson, Karl-Johan and Iraeus, Johan and Holcombe, Sven and Pipkorn, Bengt}, year={2023}, month=mar }

@article{Bellemare2003, title={Sex Differences in Thoracic Dimensions and Configuration}, volume={168}, ISSN={1535-4970}, url={http://dx.doi.org/10.1164/rccm.200208-876OC}, DOI={10.1164/rccm.200208-876oc}, number={3}, journal={American Journal of Respiratory and Critical Care Medicine}, publisher={Oxford University Press (OUP)}, author={Bellemare, Fran\c{c}ois and Jeanneret, Alphonse and Couture, Jacques}, year={2003}, month=aug, pages={305--312} }

@article{Sverzellati2013, title={Computed Tomography Measurement of Rib Cage Morphometry in Emphysema}, volume={8}, ISSN={1932-6203}, url={http://dx.doi.org/10.1371/journal.pone.0068546}, DOI={10.1371/journal.pone.0068546}, number={7}, journal={PLoS ONE}, publisher={Public Library of Science (PLoS)}, author={Sverzellati, Nicola and Colombi, Davide and Randi, Giorgia and Pavarani, Antonio and Silva, Mario and Walsh, Simon L. and Pistolesi, Massimo and Alfieri, Veronica and Chetta, Alfredo and Vaccarezza, Mauro and Vitale, Marco and Pastorino, Ugo}, editor={Ritman, Erik L.}, year={2013}, month=jul, pages={e68546} }

@article{Lim2018, title={Altered Thoracic Cage Dimensions in Patients with Chronic Obstructive Pulmonary Disease}, volume={81}, ISSN={2005-6184}, url={http://dx.doi.org/10.4046/trd.2017.0095}, DOI={10.4046/trd.2017.0095}, number={2}, journal={Tuberculosis and Respiratory Diseases}, publisher={The Korean Academy of Tuberculosis and Respiratory Diseases}, author={Lim, Su Jin and Kim, Ju-Young and Lee, Seung Jun and Lee, Gi Dong and Cho, Yu Ji and Jeong, Yi Yeong and Jeon, Kyung Nyeo and Lee, Jong Deog and Kim, Jang Rak and Kim, Ho Cheol}, year={2018}, pages={123} }

@article{Wehrmeister2012, title={Waist circumference and pulmonary function: a systematic review and meta-analysis}, volume={1}, ISSN={2046-4053}, url={http://dx.doi.org/10.1186/2046-4053-1-55}, DOI={10.1186/2046-4053-1-55}, number={1}, journal={Systematic Reviews}, publisher={Springer Science and Business Media LLC}, author={Wehrmeister, Fernando C\'{e}sar and Menezes, Ana Maria Baptista and Muniz, Ludmila Correa and Mart\'{i}nez-Mesa, Jeovany and Domingues, Marlos Rodrigues and Horta, Bernardo Lessa}, year={2012}, month=nov }

@article{Mafort2016, title={Obesity: systemic and pulmonary complications, biochemical abnormalities and impairment of lung function}, volume={11}, ISSN={2049-6958}, url={http://dx.doi.org/10.1186/s40248-016-0066-z}, DOI={10.1186/s40248-016-0066-z}, number={1}, journal={Multidisciplinary Respiratory Medicine}, publisher={Mattioli1885}, author={Mafort, Thiago Thomaz and Rufino, Rog\'{e}rio and Costa, Cl\'{a}udia Henrique and Lopes, Agnaldo Jos\'{e}}, year={2016}, month=jul }

@article{Watkins2005, title={Stability Provided by the Sternum and Rib Cage In the Thoracic Spine}, volume={30}, ISSN={0362-2436}, url={http://dx.doi.org/10.1097/01.brs.0000164257.69354.bb}, DOI={10.1097/01.brs.0000164257.69354.bb}, number={11}, journal={Spine}, publisher={Ovid Technologies (Wolters Kluwer Health)}, author={Watkins, Robert and Watkins, Robert and Williams, Lytton and Ahlbrand, Scott and Garcia, Ryan and Karamanian, Ara and Sharp, Lorra and Vo, Chuong and Hedman, Thomas}, year={2005}, month=jun, pages={1283--1286} }

@article{Liebsch2017, title={The rib cage stabilizes the human thoracic spine: An in vitro study using stepwise reduction of rib cage structures}, volume={12}, ISSN={1932-6203}, url={http://dx.doi.org/10.1371/journal.pone.0178733}, DOI={10.1371/journal.pone.0178733}, number={6}, journal={PLOS ONE}, publisher={Public Library of Science (PLoS)}, author={Liebsch, Christian and Graf, Nicolas and Appelt, Konrad and Wilke, Hans-Joachim}, editor={Garcia Aznar, Jose Manuel}, year={2017}, month=jun, pages={e0178733} }

@article{Liebsch2022, title={How Does the Rib Cage Affect the Biomechanical Properties of the Thoracic Spine? A Systematic Literature Review}, volume={10}, ISSN={2296-4185}, url={http://dx.doi.org/10.3389/fbioe.2022.904539}, DOI={10.3389/fbioe.2022.904539}, journal={Frontiers in Bioengineering and Biotechnology}, publisher={Frontiers Media SA}, author={Liebsch, Christian and Wilke, Hans-Joachim}, year={2022}, month=jun }

@article{Holcombe2016, title={Modeling female and male rib geometry with logarithmic spirals}, volume={49}, ISSN={0021-9290}, url={http://dx.doi.org/10.1016/j.jbiomech.2016.07.021}, DOI={10.1016/j.jbiomech.2016.07.021}, number={13}, journal={Journal of Biomechanics}, publisher={Elsevier BV}, author={Holcombe, Sven A. and Wang, Stewart C. and Grotberg, James B.}, year={2016}, month=sep, pages={2995--3003} }

@article{Holcombe2017, title={The effect of age and demographics on rib shape}, volume={231}, ISSN={1469-7580}, url={http://dx.doi.org/10.1111/joa.12632}, DOI={10.1111/joa.12632}, number={2}, journal={Journal of Anatomy}, publisher={Wiley}, author={Holcombe, Sven A. and Wang, Stewart C. and Grotberg, James B.}, year={2017}, month=jun, pages={229--247} }

@article{Robinson2024, title={Holistic shape variation of the rib cage in an adult population}, volume={12}, ISSN={2296-4185}, url={http://dx.doi.org/10.3389/fbioe.2024.1432911}, DOI={10.3389/fbioe.2024.1432911}, journal={Frontiers in Bioengineering and Biotechnology}, publisher={Frontiers Media SA}, author={Robinson, Andrea and Zheng, Bowen and von Kleeck, B. Wade and Tan, Josh and Gayzik, F. Scott}, year={2024}, month=sep }

@article{Peters2022, title={Framework and baseline examination of the German National Cohort (NAKO)}, volume={37}, ISSN={1573-7284}, url={http://dx.doi.org/10.1007/s10654-022-00890-5}, DOI={10.1007/s10654-022-00890-5}, number={10}, journal={European Journal of Epidemiology}, publisher={Springer Science and Business Media LLC}, author={Peters, Annette and Peters, Annette and Greiser, Karin Halina and G\"{o}ttlicher, Susanne and Ahrens, Wolfgang and Albrecht, Maren and Bamberg, Fabian and B\"{a}rnighausen, Till and Becher, Heiko and Berger, Klaus and Beule, Achim and Boeing, Heiner and Bohn, Barbara and Bohnert, Kerstin and Braun, Bettina and Brenner, Hermann and B\"{u}low, Robin and Castell, Stefanie and Damms-Machado, Antje and D\"{o}rr, Marcus and Ebert, Nina and Ecker, Margit and Emmel, Carina and Fischer, Beate and Franzke, Claus-Werner and Gastell, Sylvia and Giani, Guido and G\"{u}nther, Matthias and G\"{u}nther, Kathrin and G\"{u}nther, Klaus-Peter and Haerting, Johannes and Haug, Ulrike and Heid, Iris M. and Heier, Margit and Heinemeyer, Diana and Hendel, Thomas and Herbolsheimer, Florian and Hirsch, Jochen and Hoffmann, Wolfgang and Holleczek, Bernd and H\"{o}lling, Heike and H\"{o}rlein, Andreas and J\"{o}ckel, Karl-Heinz and Kaaks, Rudolf and Karch, Andr\'{e} and Karrasch, Stefan and Kartschmit, Nadja and Kauczor, Hans-Ulrich and Keil, Thomas and Kemmling, Yvonne and Klee, Bianca and Kl\"{u}ppelholz, Birgit and Kluttig, Alexander and Kofink, Lisa and K\"{o}ttgen, Anna and Kraft, Daniel and Krause, G\'{e}rard and Kretz, Lisa and Krist, Lilian and K\"{u}hnisch, Jan and Ku\ss{}, Oliver and Legath, Nicole and Lehnich, Anna-Therese and Leitzmann, Michael and Lieb, Wolfgang and Linseisen, Jakob and Loeffler, Markus and Macdonald, Anke and Maier-Hein, Klaus H. and Mangold, Nina and Meinke-Franze, Claudia and Meisinger, Christa and Melzer, Juliane and Mergarten, Bj\"{o}rn and Michels, Karin B. and Mikolajczyk, Rafael and Moebus, Susanne and Mueller, Ulrich and Nauck, Matthias and Niendorf, Thoralf and Nikolaou, Konstantin and Obi, Nadia and Ostrzinski, Stefan and Panreck, Leo and Pigeot, Iris and Pischon, Tobias and Pschibul-Thamm, Irene and Rathmann, Wolfgang and Reineke, Achim and Roloff, Stefanie and Rujescu, Dan and Rupf, Stefan and Sander, Oliver and Schikowski, Tamara and Schipf, Sabine and Schirmacher, Peter and Schlett, Christopher L. and Schmidt, B\"{o}rge and Schmidt, Georg and Schmidt, Martin and Sch\"{o}ne, Gina and Schulz, Holger and Schulze, Matthias B. and Schweig, Alexandra and Sedlmeier, Anja M. and Selder, Sonja and Six-Merker, Julia and Sowade, Ramona and Stang, Andreas and Stegle, Oliver and Steindorf, Karen and St\"{u}bs, Gunthard and Swart, Enno and Teismann, Henning and Thiele, Inke and Thierry, Sigrid and Ueffing, Marius and V\"{o}lzke, Henry and Waniek, Sabina and Weber, Andrea and Werner, Nicole and Wichmann, H.-Erich and Willich, Stefan N. and Wirkner, Kerstin and Wolf, Kathrin and Wolff, Robert and Zeeb, Hajo and Zinkhan, Melanie and Zschocke, Johannes}, year={2022}, month=oct, pages={1107--1124} }

@article{Rach2025, title={The baseline examinations of the German National Cohort (NAKO): recruitment protocol, response and weighting}, volume={40}, ISSN={1573-7284}, url={http://dx.doi.org/10.1007/s10654-025-01219-8}, DOI={10.1007/s10654-025-01219-8}, number={4}, journal={European Journal of Epidemiology}, publisher={Springer Science and Business Media LLC}, author={Rach, Stefan and Sand, Matthias and Reineke, Achim and Becher, Heiko and Greiser, Karin Halina and Wolf, Kathrin and Wirkner, Kerstin and Schmidt, Carsten Oliver and Schipf, Sabine and J\"{o}ckel, Karl-Heinz and Krist, Lilian and Ahrens, Wolfgang and Brenner, Hermann and Castell, Stefanie and Gastell, Sylvia and Harth, Volker and Holleczek, Bernd and Ittermann, Till and Janisch-Fabian, Stefan and Karch, Andr\'{e} and Keil, Thomas and Klett-Tammen, Carolina J. and Kluttig, Alexander and Ku\ss{}, Oliver and Leitzmann, Michael and Lieb, Wolfgang and Meinke-Franze, Claudia and Michels, Karin B. and Mikolajczyk, Rafael and Moreno Vel\'{a}squez, Ilais and Obi, Nadia and \"{O}verm\"{o}hle, Cara and Peters, Annette and Pischon, Tobias and Rospleszcz, Susanne and Schmidt, B\"{o}rge and Schulze, Matthias B. and Stang, Andreas and Teismann, Henning and T\"{o}pfer, Christine and Wolff, Robert and G\"{u}nther, Kathrin}, year={2025}, month=apr, pages={475--489} }

@article{Bamberg2015, title={Whole-Body MR Imaging in the German National Cohort: Rationale, Design and Technical Background}, volume={277}, ISSN={1527-1315}, url={http://dx.doi.org/10.1148/radiol.2015142272}, DOI={10.1148/radiol.2015142272}, number={1}, journal={Radiology}, publisher={Radiological Society of North America (RSNA)}, author={Bamberg, Fabian and Kauczor, Hans-Ulrich and Weckbach, Sabine and Schlett, Christopher L. and Forsting, Michael and Ladd, Susanne C. and Greiser, Karin Halina and Weber, Marc-Andr\'{e} and Schulz-Menger, Jeanette and Niendorf, Thoralf and Pischon, Tobias and Caspers, Svenja and Amunts, Katrin and Berger, Klaus and B\"{u}low, Robin and Hosten, Norbert and Hegenscheid, Katrin and Kr\"{o}ncke, Thomas and Linseisen, Jakob and G\"{u}nther, Matthias and Hirsch, Jochen G. and K\"{o}hn, Alexander and Hendel, Thomas and Wichmann, Heinz-Erich and Schmidt, B\"{o}rge and J\"{o}ckel, Karl-Heinz and Hoffmann, Wolfgang and Kaaks, Rudolf and Reiser, Maximilian F. and V\"{o}lzke, Henry and }, year={2015}, month=oct, pages={206--220} }

@article{Moeller2025, title={SPINEPS--automatic whole spine segmentation of T2-weighted MR images using a two-phase approach to multi-class semantic and instance segmentation}, volume={35}, ISSN={1432-1084}, url={http://dx.doi.org/10.1007/s00330-024-11155-y}, DOI={10.1007/s00330-024-11155-y}, number={3}, journal={European Radiology}, publisher={Springer Science and Business Media LLC}, author={M\"{o}ller, Hendrik and Graf, Robert and Schmitt, Joachim and Keinert, Benjamin and Sch\"{o}n, Hanna and Atad, Matan and Sekuboyina, Anjany and Streckenbach, Felix and Kofler, Florian and Kroencke, Thomas and Bette, Stefanie and Willich, Stefan N. and Keil, Thomas and Niendorf, Thoralf and Pischon, Tobias and Endemann, Beate and Menze, Bjoern and Rueckert, Daniel and Kirschke, Jan S.}, year={2024}, month=oct, pages={1178--1189} }

@article{Moeller2026, title={Automated Thoracolumbar Stump Rib Detection and Analysis in a Large CT Cohort}, volume={7}, ISSN={2673-2688}, url={http://dx.doi.org/10.3390/ai7060224}, DOI={10.3390/ai7060224}, number={6}, journal={AI}, publisher={MDPI AG}, author={M\"{o}ller, Hendrik and Dima, Alina and Keinert-Weth, Benjamin and Graf, Robert and Atad, Matan and Paetzold, Johannes and Jungmann, Friederike and Braren, Rickmer and Kofler, Florian and Menze, Bjoern and Rueckert, Daniel and Kirschke, Jan S. and Sch\"{o}n, Hanna}, year={2026}, month=jun, pages={224} }

@article{Graf2023, title={Denoising diffusion-based MRI to CT image translation enables automated spinal segmentation}, volume={7}, ISSN={2509-9280}, url={http://dx.doi.org/10.1186/s41747-023-00385-2}, DOI={10.1186/s41747-023-00385-2}, number={1}, journal={European Radiology Experimental}, publisher={Springer Science and Business Media LLC}, author={Graf, Robert and Schmitt, Joachim and Schlaeger, Sarah and M\"{o}ller, Hendrik Kristian and Sideri-Lampretsa, Vasiliki and Sekuboyina, Anjany and Krieg, Sandro Manuel and Wiestler, Benedikt and Menze, Bjoern and Rueckert, Daniel and Kirschke, Jan Stefan}, year={2023}, month=nov }

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% --- Manual / EndNote entries (references-manual.bib) ---
% Manual / EndNote entries – refs without a DOI (books, theses, …).
% Appended to references.bib by scripts/bib_from_dois.py.

@ARTICLE{Pedregosa2011,
  title   = "Scikit-learn: Machine learning in {Python}",
  author  = "Pedregosa, F. and Varoquaux, G. and Gramfort, A. and Michel, V.
             and Thirion, B. and Grisel, O. and Blondel, M. and Prettenhofer, P.
             and Weiss, R. and Dubourg, V. and Vanderplas, J. and Passos, A.
             and Cournapeau, D. and Brucher, M. and Perrot, M. and Duchesnay, E.",
  journal = "Journal of Machine Learning Research",
  volume  =  12,
  pages   = "2825--2830",
  year    =  2011
}