A toolbox for surfacing health equity harms and biases in large language models von Pfohl, Stephen R., Cole-Lewis, Heather, Sayres, Rory, Neal, Darlene, Asiedu, Mercy, Dieng, Awa, Tomasev, Nenad, Rashid, Qazi Mamunur, Azizi, Shekoofeh, Rostamzadeh, Negar, McCoy, Liam G., Celi, Leo Anthony, Liu, Yun, Schaekermann, Mike, Walton, Alanna, Parrish, Alicia, Nagpal, Chirag, Singh, Preeti, Dewitt, Akeiylah, Mansfield, Philip, Prakash, Sushant, Heller, Katherine, Karthikesalingam, Alan, Semturs, Christopher, Barral, Joelle, Corrado, Greg, Matias, Yossi, Smith-Loud, Jamila, Horn, Ivor, Singhal, Karan

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A Toolbox for Surfacing Health Equity Harms and Biases in Large Language Models von Pfohl, Stephen R, Cole-Lewis, Heather, Sayres, Rory, Neal, Darlene, Asiedu, Mercy, Dieng, Awa, Tomasev, Nenad, Rashid, Qazi Mamunur, Azizi, Shekoofeh, Rostamzadeh, Negar, McCoy, Liam G, Celi, Leo Anthony, Liu, Yun, Schaekermann, Mike, Walton, Alanna, Parrish, Alicia, Nagpal, Chirag, Singh, Preeti, Dewitt, Akeiylah, Mansfield, Philip, Prakash, Sushant, Heller, Katherine, Karthikesalingam, Alan, Semturs, Christopher, Barral, Joelle, Corrado, Greg, Matias, Yossi, Smith-Loud, Jamila, Horn, Ivor, Singhal, Karan

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Gemma 2: Improving Open Language Models at a Practical Size von Sessa, Pier Giuseppe, Hardin, Cassidy, Bhupatiraju, Surya, Hussenot, Léonard, Shahriari, Bobak, Ramé, Alexandre, Ferret, Johan, Friesen, Abe, Tsitsulin, Anton, Vieillard, Nino, Girgin, Sertan, Hoffman, Matt, Grill, Jean-Bastien, Neyshabur, Behnam, Abdagic, Alvin, Carl, Amanda, Brock, Andy, Paterson, Antonia, Royal, Brandon, Choquette-Choo, Christopher A, Weinberger, David, Vijaykumar, Dimple, Herbison, Dustin, Bandy, Elisa, Wang, Emma, Noland, Eric, Moreira, Erica, Senter, Evan, Eltyshev, Evgenii, Rasskin, Gabriel, Wei, Gary, Cameron, Glenn, Martins, Gus, Hashemi, Hadi, Klimczak-Plucińska, Hanna, Zhou, Jack, Stanway, Jeff, Chan, Jetha, Becker, Jocelyn, Fernandez, Joe, Gordon, Josh, Lipschultz, Josh, Newlan, Josh, Ji, Ju-yeong, Mohamed, Kareem, Badola, Kartikeya, Black, Kat, Millican, Katie, Greene, Kish, Sjoesund, Lars Lowe, Usui, Lauren, Kilpatrick, Logan, Dixon, Lucas, Reid, Machel, Iverson, Mark, Miller, Matt, Rahtz, Matthew, Risdal, Meg, Rahman, Mofi, Khatwani, Mohit, Bardoliwalla, Nenshad, Dumai, Neta, Botarda, Pankil, Barham, Paul, Culliton, Phil, Comanescu, Ramona, Jana, Reena, Agarwal, Rishabh, Saadat, Samaneh, Cogan, Sarah, Perrin, Sarah, Arnold, Sébastien M. R, Krause, Sebastian, Garg, Shruti, Sheth, Shruti, Chan, Susan, Yu, Ting, Kocisky, Tomas, Jain, Vihan, Yadav, Vikas, Meshram, Vilobh, Dharmadhikari, Vishal, Barkley, Warren, Shen, Zhe, Gong, Zhitao, Kirk, Phoebe, Rao, Anand, Warkentin, Tris, Ghahramani, Zoubin, Hadsell, Raia, Banks, Jeanine, Dragan, Anca, Vinyals, Oriol, Dean, Jeff, Kavukcuoglu, Koray, Farabet, Clement, Fiedel, Noah, Kenealy, Kathleen, Dadashi, Robert, Andreev, Alek

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A Toolbox for Surfacing Health Equity Harms and Biases in Large Language Models von Pfohl, Stephen R., Cole-Lewis, Heather, Sayres, Rory, Neal, Darlene, Asiedu, Mercy, Dieng, Awa, Tomasev, Nenad, Rashid, Qazi Mamunur, Azizi, Shekoofeh, Rostamzadeh, Negar, McCoy, Liam G., Celi, Leo Anthony, Liu, Yun, Schaekermann, Mike, Walton, Alanna, Parrish, Alicia, Nagpal, Chirag, Singh, Preeti, Dewitt, Akeiylah, Mansfield, Philip, Prakash, Sushant, Heller, Katherine, Karthikesalingam, Alan, Semturs, Christopher, K. Barral, Joëlle, Corrado, Greg, Matias, Yossi, Smith-Loud, Jamila, Horn, Ivor B., Singhal, Karan

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A Toolbox for Surfacing Health Equity Harms and Biases in Large Language Models von Pfohl, Stephen R, Cole-Lewis, Heather, Sayres, Rory, Neal, Darlene, Asiedu, Mercy, Dieng, Awa, Tomasev, Nenad, Qazi Mamunur Rashid, Azizi, Shekoofeh, Rostamzadeh, Negar, McCoy, Liam G, Celi, Leo Anthony, Liu, Yun, Schaekermann, Mike, Walton, Alanna, Parrish, Alicia, Nagpal, Chirag, Singh, Preeti, Dewitt, Akeiylah, Mansfield, Philip, Prakash, Sushant, Heller, Katherine, Karthikesalingam, Alan, Semturs, Christopher, Barral, Joelle, Corrado, Greg, Matias, Yossi, Smith-Loud, Jamila, Horn, Ivor, Singhal, Karan

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Gemma 2: Improving Open Language Models at a Practical Size von Team, Gemma, Léonard Hussenot, Shahriari, Bobak, Ramé, Alexandre, Ferret, Johan, Friesen, Abe, Tsitsulin, Anton, Vieillard, Nino, Girgin, Sertan, Hoffman, Matt, Neyshabur, Behnam, Abdagic, Alvin, Carl, Amanda, Brock, Andy, Paterson, Antonia, Royal, Brandon, Weinberger, David, Vijaykumar, Dimple, Herbison, Dustin, Bandy, Elisa, Wang, Emma, Noland, Eric, Moreira, Erica, Senter, Evan, Eltyshev, Evgenii, Rasskin, Gabriel, Wei, Gary, Cameron, Glenn, Martins, Gus, Hashemi, Hadi, Hanna Klimczak-Plucińska, Zhou, Jack, Stanway, Jeff, Chan, Jetha, Jin Peng Zhou, Becker, Jocelyn, Fernandez, Joe, Joost van Amersfoort, Gordon, Josh, Lipschultz, Josh, Newlan, Josh, Badola, Kartikeya, Black, Kat, Millican, Katie, Greene, Kish, Lars Lowe Sjoesund, Usui, Lauren, Lilly McNealus, Livio Baldini Soares, Kilpatrick, Logan, Dixon, Lucas, Reid, Machel, Iverson, Mark, Miller, Matt, Rahtz, Matthew, Risdal, Meg, Rahman, Mofi, Khatwani, Mohit, Bardoliwalla, Nenshad, Dumai, Neta, Botarda, Pankil, Barham, Paul, Culliton, Phil, Comanescu, Ramona, Jana, Reena, Agarwal, Rishabh, Samaneh Saadat, Sara Mc Carthy, Cogan, Sarah, Perrin, Sarah, Arnold, Sébastien M R, Krause, Sebastian, Garg, Shruti, Sheth, Shruti, Chan, Susan, Yu, Ting, Kocisky, Tomas, Jain, Vihan, Yadav, Vikas, Meshram, Vilobh, Dharmadhikari, Vishal, Barkley, Warren, Shen, Zhe, Gong, Zhitao, Zichuan Wei, Kirk, Phoebe, Rao, Anand, Warkentin, Tris, Ghahramani, Zoubin, Hadsell, Raia, Banks, Jeanine, Dragan, Anca, Vinyals, Oriol, Dean, Jeff, Kavukcuoglu, Koray, Clement Farabet, Fiedel, Noah, Kenealy, Kathleen, Dadashi, Robert, Andreev, Alek

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Measurement properties of the neck disability index: a systematic review von MacDermid, Joy C, Walton, David M, Avery, Sarah, Blanchard, Alanna, Etruw, Evelyn, McAlpine, Cheryl, Goldsmith, Charlie H

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User testing of a diagnostic decision support system with machine-assisted chart review to facilitate clinical genomic diagnosis von Kulchak Rahm, Alanna, Walton, Nephi A, Feldman, Lynn K, Jenkins, Conner, Jenkins, Troy, Person, Thomas N, Peterson, Joeseph, Reynolds, Jonathon C, Robinson, Peter N, Woltz, Makenzie A, Williams, Marc S, Segal, Michael M

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Whole-genome sequencing association analysis of quantitative red blood cell phenotypes: The NHLBI TOPMed program von Hu, Yao, Stilp, Adrienne M., McHugh, Caitlin P., Rao, Shuquan, Jain, Deepti, Zheng, Xiuwen, Lane, John, Méric de Bellefon, Sébastian, Raffield, Laura M., Chen, Ming-Huei, Yanek, Lisa R., Wheeler, Marsha, Yao, Yao, Ren, Chunyan, Broome, Jai, Moon, Jee-Young, de Vries, Paul S., Hobbs, Brian D., Sun, Quan, Surendran, Praveen, Brody, Jennifer A., Blackwell, Thomas W., Choquet, Hélène, Ryan, Kathleen, Duggirala, Ravindranath, Heard-Costa, Nancy, Wang, Zhe, Chami, Nathalie, Preuss, Michael H., Min, Nancy, Ekunwe, Lynette, Lange, Leslie A., Cushman, Mary, Faraday, Nauder, Curran, Joanne E., Almasy, Laura, Kundu, Kousik, Smith, Albert V., Gabriel, Stacey, Rotter, Jerome I., Fornage, Myriam, Lloyd-Jones, Donald M., Vasan, Ramachandran S., Smith, Nicholas L., North, Kari E., Boerwinkle, Eric, Becker, Lewis C., Lewis, Joshua P., Abecasis, Goncalo R., Hou, Lifang, O’Connell, Jeffrey R., Morrison, Alanna C., Beaty, Terri H., Kaplan, Robert, Correa, Adolfo, Blangero, John, Jorgenson, Eric, Psaty, Bruce M., Kooperberg, Charles, Walton, Russell T., Kleinstiver, Benjamin P., Tang, Hua, Loos, Ruth J.F., Soranzo, Nicole, Butterworth, Adam S., Nickerson, Debbie, Rich, Stephen S., Mitchell, Braxton D., Johnson, Andrew D., Auer, Paul L., Li, Yun, Mathias, Rasika A., Lettre, Guillaume, Pankratz, Nathan, Laurie, Cathy C., Laurie, Cecelia A., Bauer, Daniel E., Conomos, Matthew P., Reiner, Alexander P.

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Whole-genome sequencing association analysis of quantitative red blood cell phenotypes: The NHLBI TOPMed program von Hu, Yao, Stilp, Adrienne M., McHugh, Caitlin P., Rao, Shuquan, Jain, Deepti, Zheng, Xiuwen, Lane, John, Méric de Bellefon, Sébastian, Raffield, Laura M., Chen, Ming-Huei, Yanek, Lisa R., Wheeler, Marsha, Yao, Yao, Ren, Chunyan, Broome, Jai, Moon, Jee-Young, de Vries, Paul S., Hobbs, Brian D., Sun, Quan, Surendran, Praveen, Brody, Jennifer A., Blackwell, Thomas W., Choquet, Hélène, Ryan, Kathleen, Duggirala, Ravindranath, Heard-Costa, Nancy, Wang, Zhe, Chami, Nathalie, Preuss, Michael H., Min, Nancy, Ekunwe, Lynette, Lange, Leslie A., Cushman, Mary, Faraday, Nauder, Curran, Joanne E., Almasy, Laura, Kundu, Kousik, Smith, Albert V., Gabriel, Stacey, Rotter, Jerome I., Fornage, Myriam, Lloyd-Jones, Donald M., Vasan, Ramachandran S., Smith, Nicholas L., North, Kari E., Boerwinkle, Eric, Becker, Lewis C., Lewis, Joshua P., Abecasis, Goncalo R., Hou, Lifang, O’Connell, Jeffrey R., Morrison, Alanna C., Beaty, Terri H., Kaplan, Robert, Correa, Adolfo, Blangero, John, Jorgenson, Eric, Psaty, Bruce M., Kooperberg, Charles, Walton, Russell T., Kleinstiver, Benjamin P., Tang, Hua, Loos, Ruth J.F., Soranzo, Nicole, Butterworth, Adam S., Nickerson, Debbie, Rich, Stephen S., Mitchell, Braxton D., Johnson, Andrew D., Auer, Paul L., Li, Yun, Mathias, Rasika A., Lettre, Guillaume, Pankratz, Nathan, Laurie, Cathy C., Laurie, Cecelia A., Bauer, Daniel E., Conomos, Matthew P., Reiner, Alexander P.

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Developing and Optimizing Innovative Tools to Address Familial Hypercholesterolemia Underdiagnosis: Identification Methods, Patient Activation, and Cascade Testing for Familial Hyp... von Campbell-Salome, Gemme, Jones, Laney K., Masnick, Max F., Walton, Nephi A., Ahmed, Catherine D., Buchanan, Adam H., Brangan, Andrew, Esplin, Edward D., Kann, David G., Ladd, Ilene G., Kelly, Melissa A., Kindt, Iris, Kirchner, H. Lester, McGowan, Mary P., McMinn, Megan N., Morales, Ana, Myers, Kelly D., Oetjens, Matthew T., Rahm, Alanna Kulchak, Schmidlen, Tara J., Sheldon, Amanda, Simmons, Emilie, Snir, Moran, Strande, Natasha T., Walters, Nicole L., Wilemon, Katherine, Williams, Marc S., Gidding, Samuel S., Sturm, Amy C.

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Developing and Optimizing Innovative Tools to Address Familial Hypercholesterolemia Underdiagnosis: Identification Methods, Patient Activation, and Cascade Testing for Familial Hyp... von Campbell-Salome, Gemme, Jones, Laney K., Masnick, Max F., Walton, Nephi A., Ahmed, Catherine D., Buchanan, Adam H., Brangan, Andrew, Esplin, Edward D., Kann, David G., Ladd, Ilene G., Kelly, Melissa A., Kindt, Iris, Kirchner, H. Lester, McGowan, Mary P., McMinn, Megan N., Morales, Ana, Myers, Kelly D., Oetjens, Matthew T., Rahm, Alanna Kulchak, Schmidlen, Tara J., Sheldon, Amanda, Simmons, Emilie, Snir, Moran, Strande, Natasha T., Walters, Nicole L., Wilemon, Katherine, Williams, Marc S., Gidding, Samuel S., Sturm, Amy C.

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