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Triage and monitoring of COVID-19 patients in intensive care using unsupervised machine learning.

Computers in biology and medicine

Boussen S, Cordier PY, Malet A, Simeone P, Cataldi S, Vaisse C, Roche X, Castelli A, Assal M, Pepin G, Cot K, Denis JB, Morales T, Velly L, Bruder N.
PMID: 34998220
Comput Biol Med. 2021 Dec 31;142:105192. doi: 10.1016/j.compbiomed.2021.105192. Epub 2021 Dec 31.

BACKGROUND: We designed an algorithm to assess COVID-19 patients severity and dynamic intubation needs and predict their length of stay using the breathing frequency (BF) and oxygen saturation (SpOMETHODS: We recorded the BF and SpORESULTS: Our sample included 279...

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Boussen S, Cordier PY, Malet A, et al. Triage and monitoring of COVID-19 patients in intensive care using unsupervised machine learning. Comput Biol Med. 2021;142:105192doi: 10.1016/j.compbiomed.2021.105192.
Boussen, S., Cordier, P. Y., Malet, A., Simeone, P., Cataldi, S., Vaisse, C., Roche, X., Castelli, A., Assal, M., Pepin, G., Cot, K., Denis, J. B., Morales, T., Velly, L., Bruder, N. (2021). Triage and monitoring of COVID-19 patients in intensive care using unsupervised machine learning. Computers in biology and medicine, 142105192. https://doi.org/10.1016/j.compbiomed.2021.105192
Boussen, Salah, et al. "Triage and monitoring of COVID-19 patients in intensive care using unsupervised machine learning." Computers in biology and medicine vol. 142 (2021): 105192. doi: https://doi.org/10.1016/j.compbiomed.2021.105192
Boussen S, Cordier PY, Malet A, Simeone P, Cataldi S, Vaisse C, Roche X, Castelli A, Assal M, Pepin G, Cot K, Denis JB, Morales T, Velly L, Bruder N. Triage and monitoring of COVID-19 patients in intensive care using unsupervised machine learning. Comput Biol Med. 2021 Dec 31;142:105192. doi: 10.1016/j.compbiomed.2021.105192. Epub 2021 Dec 31. PMID: 34998220; PMCID: PMC8719000.
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Mega-analysis methods in ENIGMA: The experience of the generalized anxiety disorder working group.

Human brain mapping

Zugman A, Harrewijn A, Cardinale EM, Zwiebel H, Freitag GF, Werwath KE, Bas-Hoogendam JM, Groenewold NA, Aghajani M, Hilbert K, Cardoner N, Porta-Casteràs D, Gosnell S, Salas R, Blair KS, Blair JR, Hammoud MZ, Milad M, Burkhouse K, Phan KL, Schroeder HK, Strawn JR, Beesdo-Baum K, Thomopoulos SI, Grabe HJ, Van der Auwera S, Wittfeld K, Nielsen JA, Buckner R, Smoller JW, Mwangi B, Soares JC, Wu MJ, Zunta-Soares GB, Jackowski AP, Pan PM, Salum GA, Assaf M, Diefenbach GJ, Brambilla P, Maggioni E, Hofmann D, Straube T, Andreescu C, Berta R, Tamburo E, Price R, Manfro GG, Critchley HD, Makovac E, Mancini M, Meeten F, Ottaviani C, Agosta F, Canu E, Cividini C, Filippi M, Kostić M, Munjiza A, Filippi CA, Leibenluft E, Alberton BAV, Balderston NL, Ernst M, Grillon C, Mujica-Parodi LR, van Nieuwenhuizen H, Fonzo GA, Paulus MP, Stein MB, Gur RE, Gur RC, Kaczkurkin AN, Larsen B, Satterthwaite TD, Harper J, Myers M, Perino MT, Yu Q, Sylvester CM, Veltman DJ, Lueken U, Van der Wee NJA, Stein DJ, Jahanshad N, Thompson PM, Pine DS, Winkler AM.
PMID: 32596977
Hum Brain Mapp. 2022 Jan;43(1):255-277. doi: 10.1002/hbm.25096. Epub 2020 Jun 29.

The ENIGMA group on Generalized Anxiety Disorder (ENIGMA-Anxiety/GAD) is part of a broader effort to investigate anxiety disorders using imaging and genetic data across multiple sites worldwide. The group is actively conducting a mega-analysis of a large number of...

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Zugman A, Harrewijn A, Cardinale EM, et al. Mega-analysis methods in ENIGMA: The experience of the generalized anxiety disorder working group. Hum Brain Mapp. 2020;43(1):255-277doi: 10.1002/hbm.25096.
Zugman, A., Harrewijn, A., Cardinale, E. M., Zwiebel, H., Freitag, G. F., Werwath, K. E., Bas-Hoogendam, J. M., Groenewold, N. A., Aghajani, M., Hilbert, K., Cardoner, N., Porta-Casteràs, D., Gosnell, S., Salas, R., Blair, K. S., Blair, J. R., Hammoud, M. Z., Milad, M., Burkhouse, K., Phan, K. L., Schroeder, H. K., Strawn, J. R., Beesdo-Baum, K., Thomopoulos, S. I., Grabe, H. J., Van der Auwera, S., Wittfeld, K., Nielsen, J. A., Buckner, R., Smoller, J. W., Mwangi, B., Soares, J. C., Wu, M. J., Zunta-Soares, G. B., Jackowski, A. P., Pan, P. M., Salum, G. A., Assaf, M., Diefenbach, G. J., Brambilla, P., Maggioni, E., Hofmann, D., Straube, T., Andreescu, C., Berta, R., Tamburo, E., Price, R., Manfro, G. G., Critchley, H. D., Makovac, E., Mancini, M., Meeten, F., Ottaviani, C., Agosta, F., Canu, E., Cividini, C., Filippi, M., Kostić, M., Munjiza, A., Filippi, C. A., Leibenluft, E., Alberton, B. A. V., Balderston, N. L., Ernst, M., Grillon, C., Mujica-Parodi, L. R., van Nieuwenhuizen, H., Fonzo, G. A., Paulus, M. P., Stein, M. B., Gur, R. E., Gur, R. C., Kaczkurkin, A. N., Larsen, B., Satterthwaite, T. D., Harper, J., Myers, M., Perino, M. T., Yu, Q., Sylvester, C. M., Veltman, D. J., Lueken, U., Van der Wee, N. J. A., Stein, D. J., Jahanshad, N., Thompson, P. M., Pine, D. S., & Winkler, A. M. (2022). Mega-analysis methods in ENIGMA: The experience of the generalized anxiety disorder working group. Human brain mapping, 43(1), 255-277. https://doi.org/10.1002/hbm.25096
Zugman, André, et al. "Mega-analysis methods in ENIGMA: The experience of the generalized anxiety disorder working group." Human brain mapping vol. 43,1 (2022): 255-277. doi: https://doi.org/10.1002/hbm.25096
Zugman A, Harrewijn A, Cardinale EM, Zwiebel H, Freitag GF, Werwath KE, Bas-Hoogendam JM, Groenewold NA, Aghajani M, Hilbert K, Cardoner N, Porta-Casteràs D, Gosnell S, Salas R, Blair KS, Blair JR, Hammoud MZ, Milad M, Burkhouse K, Phan KL, Schroeder HK, Strawn JR, Beesdo-Baum K, Thomopoulos SI, Grabe HJ, Van der Auwera S, Wittfeld K, Nielsen JA, Buckner R, Smoller JW, Mwangi B, Soares JC, Wu MJ, Zunta-Soares GB, Jackowski AP, Pan PM, Salum GA, Assaf M, Diefenbach GJ, Brambilla P, Maggioni E, Hofmann D, Straube T, Andreescu C, Berta R, Tamburo E, Price R, Manfro GG, Critchley HD, Makovac E, Mancini M, Meeten F, Ottaviani C, Agosta F, Canu E, Cividini C, Filippi M, Kostić M, Munjiza A, Filippi CA, Leibenluft E, Alberton BAV, Balderston NL, Ernst M, Grillon C, Mujica-Parodi LR, van Nieuwenhuizen H, Fonzo GA, Paulus MP, Stein MB, Gur RE, Gur RC, Kaczkurkin AN, Larsen B, Satterthwaite TD, Harper J, Myers M, Perino MT, Yu Q, Sylvester CM, Veltman DJ, Lueken U, Van der Wee NJA, Stein DJ, Jahanshad N, Thompson PM, Pine DS, Winkler AM. Mega-analysis methods in ENIGMA: The experience of the generalized anxiety disorder working group. Hum Brain Mapp. 2022 Jan;43(1):255-277. doi: 10.1002/hbm.25096. Epub 2020 Jun 29. PMID: 32596977.
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Digital plasmonic holography with iterative phase retrieval for sensing.

Optics express

Spies RM, Cole GH, Engevik MA, Nordberg BG, Scharnick EA, Vliem IM, Brolo AG, Lindquist NC.
PMID: 33770910
Opt Express. 2021 Feb 01;29(3):3026-3037. doi: 10.1364/OE.412844.

Propagating surface plasmon waves have been used for many applications including imaging and sensing. However, direct in-plane imaging of micro-objects with surface plasmon waves suffers from the lack of simple, two-dimensional lenses, mirrors, and other optical elements. In this...

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Spies RM, Cole GH, Engevik MA, et al. Digital plasmonic holography with iterative phase retrieval for sensing. Opt Express. 2021;29(3):3026-3037doi: 10.1364/OE.412844.
Spies, R. M., Cole, G. H., Engevik, M. A., Nordberg, B. G., Scharnick, E. A., Vliem, I. M., Brolo, A. G., & Lindquist, N. C. (2021). Digital plasmonic holography with iterative phase retrieval for sensing. Optics express, 29(3), 3026-3037. https://doi.org/10.1364/OE.412844
Spies, Ryan M, et al. "Digital plasmonic holography with iterative phase retrieval for sensing." Optics express vol. 29,3 (2021): 3026-3037. doi: https://doi.org/10.1364/OE.412844
Spies RM, Cole GH, Engevik MA, Nordberg BG, Scharnick EA, Vliem IM, Brolo AG, Lindquist NC. Digital plasmonic holography with iterative phase retrieval for sensing. Opt Express. 2021 Feb 01;29(3):3026-3037. doi: 10.1364/OE.412844. PMID: 33770910.
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Seed Cryopreservation, Germination, and Micropropagation of Eastern Turkeybeard, .

Plants (Basel, Switzerland)

Issac M, Kuriakose P, Leung S, Costa AB, Johnson S, Bucalo K, Stober JM, Determann RO, Rogers WL, Cruse-Sanders JM, Pullman GS.
PMID: 34371665
Plants (Basel). 2021 Jul 16;10(7). doi: 10.3390/plants10071462.

No abstract available.

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Issac M, Kuriakose P, Leung S, et al. Seed Cryopreservation, Germination, and Micropropagation of Eastern Turkeybeard, . Plants (Basel). 2021;10(7)doi: 10.3390/plants10071462.
Issac, M., Kuriakose, P., Leung, S., Costa, A. B., Johnson, S., Bucalo, K., Stober, J. M., Determann, R. O., Rogers, W. L., Cruse-Sanders, J. M., & Pullman, G. S. (2021). Seed Cryopreservation, Germination, and Micropropagation of Eastern Turkeybeard, . Plants (Basel, Switzerland), 10(7), . https://doi.org/10.3390/plants10071462
Issac, Michelle, et al. "Seed Cryopreservation, Germination, and Micropropagation of Eastern Turkeybeard, ." Plants (Basel, Switzerland) vol. 10,7 (2021). doi: https://doi.org/10.3390/plants10071462
Issac M, Kuriakose P, Leung S, Costa AB, Johnson S, Bucalo K, Stober JM, Determann RO, Rogers WL, Cruse-Sanders JM, Pullman GS. Seed Cryopreservation, Germination, and Micropropagation of Eastern Turkeybeard, . Plants (Basel). 2021 Jul 16;10(7). doi: 10.3390/plants10071462. PMID: 34371665; PMCID: PMC8309467.
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Variations in the Serum Sialic Acid Profiles of Malaria Patients in Zaria, Nigeria: A Cross-Sectional Study.

Acta parasitologica

Ika MD, Ibrahim MA, Sallau AB, Salman AA, Sani AM, Isah MB.
PMID: 35000113
Acta Parasitol. 2022 Jan 09; doi: 10.1007/s11686-021-00503-3. Epub 2022 Jan 09.

PURPOSE: Understanding some variations in specialized molecules during malaria could facilitate adequate monitoring of patients and reduce the fatalities caused by the disease. The present study reports changes in the levels of free serum sialic acid (FSSA) among Plasmodium-infected...

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Ika MD, Ibrahim MA, Sallau AB, et al. Variations in the Serum Sialic Acid Profiles of Malaria Patients in Zaria, Nigeria: A Cross-Sectional Study. Acta Parasitol. 2022;doi: 10.1007/s11686-021-00503-3.
Ika, M. D., Ibrahim, M. A., Sallau, A. B., Salman, A. A., Sani, A. M., & Isah, M. B. (2022). Variations in the Serum Sialic Acid Profiles of Malaria Patients in Zaria, Nigeria: A Cross-Sectional Study. Acta parasitologica, . https://doi.org/10.1007/s11686-021-00503-3
Ika, Mbateudi Danjuma, et al. "Variations in the Serum Sialic Acid Profiles of Malaria Patients in Zaria, Nigeria: A Cross-Sectional Study." Acta parasitologica vol. (2022). doi: https://doi.org/10.1007/s11686-021-00503-3
Ika MD, Ibrahim MA, Sallau AB, Salman AA, Sani AM, Isah MB. Variations in the Serum Sialic Acid Profiles of Malaria Patients in Zaria, Nigeria: A Cross-Sectional Study. Acta Parasitol. 2022 Jan 09; doi: 10.1007/s11686-021-00503-3. Epub 2022 Jan 09. PMID: 35000113.
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Assessing the Degree of Gastroesophageal Reflux Disease (GERD) Knowledge Among the Riyadh Population.

Cureus

Alshaikh OM, Alkhonain IM, Anazi MS, Alahmari AA, Alsulami FO, Alsharqi AA.
PMID: 34917444
Cureus. 2021 Nov 14;13(11):e19569. doi: 10.7759/cureus.19569. eCollection 2021 Nov.

Background Gastroesophageal reflux disease (GERD) is a chronic disease mainly characterized by heartburn and acid regurgitation. To our knowledge, there have been a limited number of studies in Saudi Arabia looking at the knowledge level among the general population...

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Alshaikh OM, Alkhonain IM, Anazi MS, et al. Assessing the Degree of Gastroesophageal Reflux Disease (GERD) Knowledge Among the Riyadh Population. Cureus. 2021;13(11):e19569doi: 10.7759/cureus.19569.
Alshaikh, O. M., Alkhonain, I. M., Anazi, M. S., Alahmari, A. A., Alsulami, F. O., & Alsharqi, A. A. (2021). Assessing the Degree of Gastroesophageal Reflux Disease (GERD) Knowledge Among the Riyadh Population. Cureus, 13(11), e19569. https://doi.org/10.7759/cureus.19569
Alshaikh, Omalkhaire M, et al. "Assessing the Degree of Gastroesophageal Reflux Disease (GERD) Knowledge Among the Riyadh Population." Cureus vol. 13,11 (2021): e19569. doi: https://doi.org/10.7759/cureus.19569
Alshaikh OM, Alkhonain IM, Anazi MS, Alahmari AA, Alsulami FO, Alsharqi AA. Assessing the Degree of Gastroesophageal Reflux Disease (GERD) Knowledge Among the Riyadh Population. Cureus. 2021 Nov 14;13(11):e19569. doi: 10.7759/cureus.19569. eCollection 2021 Nov. PMID: 34917444; PMCID: PMC8670576.
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Protein discrimination using erythrosin B-based GUMBOS in combination with UV-Vis spectroscopy and chemometrics.

Talanta

Azevedo AMO, Sousa C, Chen M, Ayala CE, Pérez RL, Santos JLM, Warner IM, Saraiva MLMFS.
PMID: 34972064
Talanta. 2021 Dec 23;240:123164. doi: 10.1016/j.talanta.2021.123164. Epub 2021 Dec 23.

GUMBOS (Group of Uniform Materials Based on Organic Salts) have recently emerged as interesting materials for protein analysis due to their unique features and high tunability. In this regard, four novel erythrosin B (EB)-based GUMBOS were synthesized and their...

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Azevedo AMO, Sousa C, Chen M, et al. Protein discrimination using erythrosin B-based GUMBOS in combination with UV-Vis spectroscopy and chemometrics. Talanta. 2021;240:123164doi: 10.1016/j.talanta.2021.123164.
Azevedo, A. M. O., Sousa, C., Chen, M., Ayala, C. E., Pérez, R. L., Santos, J. L. M., Warner, I. M., & Saraiva, M. L. M. F. S. (2021). Protein discrimination using erythrosin B-based GUMBOS in combination with UV-Vis spectroscopy and chemometrics. Talanta, 240123164. https://doi.org/10.1016/j.talanta.2021.123164
Azevedo, Ana M O, et al. "Protein discrimination using erythrosin B-based GUMBOS in combination with UV-Vis spectroscopy and chemometrics." Talanta vol. 240 (2021): 123164. doi: https://doi.org/10.1016/j.talanta.2021.123164
Azevedo AMO, Sousa C, Chen M, Ayala CE, Pérez RL, Santos JLM, Warner IM, Saraiva MLMFS. Protein discrimination using erythrosin B-based GUMBOS in combination with UV-Vis spectroscopy and chemometrics. Talanta. 2021 Dec 23;240:123164. doi: 10.1016/j.talanta.2021.123164. Epub 2021 Dec 23. PMID: 34972064.
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Three-Year Rates of Reoperation and Revision Following Mobile Versus Fixed-Bearing Total Ankle Arthroplasty: A Cohort of 302 Patients with 2 Implants of Similar Design.

The Journal of bone and joint surgery. American volume

Assal M, Kutaish H, Acker A, Hattendorf J, Lübbeke A, Crevoisier X.
PMID: 34424866
J Bone Joint Surg Am. 2021 Nov 17;103(22):2080-2088. doi: 10.2106/JBJS.20.02172.

BACKGROUND: Currently, the implants utilized in total ankle arthroplasty (TAA) are divided between mobile-bearing 3-component and fixed-bearing 2-component designs. The literature evaluating the influence of this mobility difference on implant survival is sparse. The purpose of the present study...

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Assal M, Kutaish H, Acker A, et al. Three-Year Rates of Reoperation and Revision Following Mobile Versus Fixed-Bearing Total Ankle Arthroplasty: A Cohort of 302 Patients with 2 Implants of Similar Design. J Bone Joint Surg Am. 2021;103(22):2080-2088doi: 10.2106/JBJS.20.02172.
Assal, M., Kutaish, H., Acker, A., Hattendorf, J., Lübbeke, A., & Crevoisier, X. (2021). Three-Year Rates of Reoperation and Revision Following Mobile Versus Fixed-Bearing Total Ankle Arthroplasty: A Cohort of 302 Patients with 2 Implants of Similar Design. The Journal of bone and joint surgery. American volume, 103(22), 2080-2088. https://doi.org/10.2106/JBJS.20.02172
Assal, M, et al. "Three-Year Rates of Reoperation and Revision Following Mobile Versus Fixed-Bearing Total Ankle Arthroplasty: A Cohort of 302 Patients with 2 Implants of Similar Design." The Journal of bone and joint surgery. American volume vol. 103,22 (2021): 2080-2088. doi: https://doi.org/10.2106/JBJS.20.02172
Assal M, Kutaish H, Acker A, Hattendorf J, Lübbeke A, Crevoisier X. Three-Year Rates of Reoperation and Revision Following Mobile Versus Fixed-Bearing Total Ankle Arthroplasty: A Cohort of 302 Patients with 2 Implants of Similar Design. J Bone Joint Surg Am. 2021 Nov 17;103(22):2080-2088. doi: 10.2106/JBJS.20.02172. PMID: 34424866.
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Somatosensory and autonomic neuronal regulation of the immune response.

Nature reviews. Neuroscience

Udit S, Blake K, Chiu IM.
PMID: 34997214
Nat Rev Neurosci. 2022 Jan 07; doi: 10.1038/s41583-021-00555-4. Epub 2022 Jan 07.

Bidirectional communication between the peripheral nervous system (PNS) and the immune system is a crucial part of an effective but balanced mammalian response to invading pathogens, tissue damage and inflammatory stimuli. Here, we review how somatosensory and autonomic neurons...

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Udit S, Blake K, Chiu IM. Somatosensory and autonomic neuronal regulation of the immune response. Nat Rev Neurosci. 2022;doi: 10.1038/s41583-021-00555-4.
Udit, S., Blake, K., & Chiu, I. M. (2022). Somatosensory and autonomic neuronal regulation of the immune response. Nature reviews. Neuroscience, . https://doi.org/10.1038/s41583-021-00555-4
Udit, Swalpa, et al. "Somatosensory and autonomic neuronal regulation of the immune response." Nature reviews. Neuroscience vol. (2022). doi: https://doi.org/10.1038/s41583-021-00555-4
Udit S, Blake K, Chiu IM. Somatosensory and autonomic neuronal regulation of the immune response. Nat Rev Neurosci. 2022 Jan 07; doi: 10.1038/s41583-021-00555-4. Epub 2022 Jan 07. PMID: 34997214.
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Innovative approach to research training: Research colloquium for junior investigators.

Balon Richard, Guerra Ernesto, Meador-Woodruff JamesH, Oquendo MariaA, Salloum IhsanM, Casiano DelaneE, Nemeroff CharlesB.
UIID-AD: 1455
2011;35:11-14. doi: 10.1176/appi.ap.35.1.11.

Training future clinical researchers is clearly a critical issue for psychiatry and medicine. How will a new generation of competent researchers be prepared to face these new challenges? Research training should be an essential part of all physician training....

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Balon Richard, Guerra Ernesto, Meador-Woodruff JamesH, et al. Innovative approach to research training: Research colloquium for junior investigators. 2011;35:11-14doi: 10.1176/appi.ap.35.1.11.
Balon, R. i. c. h. a. r. d., Guerra, E. r. n. e. s. t. o., Meador-Woodruff, J. a. m. e. s. H., Oquendo, M. a. r. i. a. A., Salloum, I. h. s. a. n. M., Casiano, D. e. l. a. n. e. E., & Nemeroff, C. h. a. r. l. e. s. B. (2011). Innovative approach to research training: Research colloquium for junior investigators. 3511-14. https://doi.org/10.1176/appi.ap.35.1.11
Balon, Richard, et al. "Innovative approach to research training: Research colloquium for junior investigators." vol. 35 (2011): 11-14. doi: https://doi.org/10.1176/appi.ap.35.1.11
Balon Richard, Guerra Ernesto, Meador-Woodruff JamesH, Oquendo MariaA, Salloum IhsanM, Casiano DelaneE, Nemeroff CharlesB. Innovative approach to research training: Research colloquium for junior investigators. 2011;35:11-14. doi: 10.1176/appi.ap.35.1.11. UIID-AD: 1455.
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Hierarchical mentoring: A transformative strategy for improving diversity and retention in undergraduate stem disciplines.

Wilson ZakiyaS, Holmes Lakenya, deGravelles Karin, Sylvain MonicaR, Batiste Lisa, Johnson Misty, McGuire SaundraY, Pang SuSeng, Warner IsiahM.
UIID-AD: 44
2012;21:148-156. doi: 10.1007/s10956-011-9292-5.

In the United States, less than half of the students who enter into science, technology, engineering, and mathematics (STEM) undergraduate curricula as freshmen will actually graduate with a STEM degree. There is even greater disparity in the national STEM...

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Wilson ZakiyaS, Holmes Lakenya, deGravelles Karin, et al. Hierarchical mentoring: A transformative strategy for improving diversity and retention in undergraduate stem disciplines. 2012;21:148-156doi: 10.1007/s10956-011-9292-5.
Wilson, Z. a. k. i. y. a. S., Holmes, L. a. k. e. n. y. a., deGravelles, K. a. r. i. n., Sylvain, M. o. n. i. c. a. R., Batiste, L. i. s. a., Johnson, M. i. s. t. y., McGuire, S. a. u. n. d. r. a. Y., Pang, S. u. S. e. n. g., & Warner, I. s. i. a. h. M. (2012). Hierarchical mentoring: A transformative strategy for improving diversity and retention in undergraduate stem disciplines. 21148-156. https://doi.org/10.1007/s10956-011-9292-5
Wilson, Zakiya S, et al. "Hierarchical mentoring: A transformative strategy for improving diversity and retention in undergraduate stem disciplines." vol. 21 (2012): 148-156. doi: https://doi.org/10.1007/s10956-011-9292-5
Wilson ZakiyaS, Holmes Lakenya, deGravelles Karin, Sylvain MonicaR, Batiste Lisa, Johnson Misty, McGuire SaundraY, Pang SuSeng, Warner IsiahM. Hierarchical mentoring: A transformative strategy for improving diversity and retention in undergraduate stem disciplines. 2012;21:148-156. doi: 10.1007/s10956-011-9292-5. UIID-AD: 44.
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