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"disqusTitle": "New Smartphone App Aims to Monitor Your Mental Health",
"title": "New Smartphone App Aims to Monitor Your Mental Health",
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"content": "\u003cp class=\"danger-zone\">In the world of digital health, Silicon Valley-based \u003ca href=\"https://www.statnews.com/2017/08/07/mindstrong-insel-mental-illness/\" target=\"_blank\" rel=\"noopener\">Mindstrong\u003c/a> stands out. It has a star-studded team and tens of millions in venture capital funding, including from Jeff Bezos’ VC firm.[contextly_sidebar id=\"KMLJnak6yPOdRS3TfVoiDTc6a7Cm51Xf\"]\u003c/p>\n\u003cp class=\"danger-zone\">It also has a captivating idea: that its app, based on cognitive functioning research, can help detect troubling mental health patterns by collecting data on a person’s smartphone usage — how quickly they type or scroll, for instance.\u003c/p>\n\u003cp class=\"danger-zone\">The promise of that technology has helped Mindstrong build incredible momentum since it launched last year; already more than a dozen counties in California have agreed to deploy the company’s app to patients.\u003c/p>\n\u003cp class=\"\">Does the app live up to its promise? There’s no way to tell. Almost no one outside the company has any idea whether it works. Most of the company’s key promises or claims aren’t yet backed up by published, peer-reviewed data — leading some experts to wonder if the technology is ready for the real world.\u003c/p>\n\u003cp class=\"\">“I wouldn’t waste all that time and money in the wild until they get sure that some of those things are as specific as they hope they are,” said Rosalind Picard, a researcher at MIT Media Lab who is familiar with Mindstrong’s work and tries to use data from smartphones and wearables to detect a person’s mood.\u003c/p>\n\u003cp>[ad fullwidth]\u003c/p>\n\u003cp>Even as one of the company’s executives, Dr. Tom Insel, acknowledged to STAT that the app isn’t perfect, the company’s CEO emphasized that Mindstrong could provide unprecedented insight into conditions like depression.[contextly_sidebar id=\"Kw9tNYwAAP3TxDDlzs24FDdim0qufSVP\"]\u003c/p>\n\u003cp>Mindstrong is not alone in pushing the frontiers of smartphone-based digital health. Many companies use so-called digital phenotyping, collecting scientific data on a person’s digital life, to gain insights into his or her physical or mental health.\u003c/p>\n\u003cp>The company’s app collects information about how people are typing and runs it through a machine learning algorithm to determine which data can predict their emotional state. Mindstrong has already used it in controlled clinical settings and trials — including one run by a company developing new antidepressants and another done in a \u003ca href=\"https://www.statnews.com/2018/09/24/ketamine-clinics-severe-depression-treatment/\" target=\"_blank\" rel=\"noopener\">ketamine clinic\u003c/a>. The app is available in Apple’s app store, but requires a participant code to access it.\u003c/p>\n\u003cp>“We’ve done the validation work against the gold-standard clinical tests for depression, for anxiety, for cognitive decline, whether it’s memory or executive function,” said Dr. Paul Dagum, the company’s founder. “We’re confident, we’re already seeing some really exciting results.”\u003c/p>\n\u003cp>In the last year, Mindstrong’s footprint and reach have already grown exponentially. The Palo Alto-based company’s workforce has doubled to 42 employees and it made \u003ca href=\"https://www.hsph.harvard.edu/magazine/magazine_article/philanthropic-impact-digital-phenotyping/\" target=\"_blank\" rel=\"noopener\">a sizable gift\u003c/a> to Harvard’s school of public health. In February, it launched a partnership with Takeda to develop new biomarkers that will be able to aid the pharmaceutical giant’s clinical trials for depression treatments.\u003c/p>\n\u003cp>The idea is to use that data to establish a “normal” pattern — so it can be compared against someone’s typing habits on any given day. If the habits look off, slower or more agitated than normal, the app can alert a health care provider.\u003c/p>\n\u003cp>Abnormal patterns, Mindstrong says, might show up if a person is more depressed or anxious, or if just about anything else about their mental health changes. When asked which disorders Mindstrong might be able to detect, Dagum replied, “all of them.” (Dagum, a data scientist and physician, founded the company in 2017 with Rick Klausner, the founder and director of CAR-T pioneer Juno Therapeutics and \u003ca href=\"https://www.statnews.com/2018/06/02/grail-cancer-blood-test-asco/\" target=\"_blank\" rel=\"noopener\">Grail\u003c/a>, a liquid biopsy company.)[contextly_sidebar id=\"XHhLlvPBCoPTlN54jyme2G0wpse1GITN\"]\u003c/p>\n\u003cp>Mindstrong officials told STAT that among their most encouraging results is that its app can even predict how a person will feel next week, or at least how a person will perform on the Hamilton Rating Scale for depression — kind of like a weather app for your mood.\u003c/p>\n\u003cp>The data behind this claim is being published soon, said Insel, who is the former head of the National Institute of Mental Health and came to the company in 2017 after a short stint at \u003ca href=\"https://www.statnews.com/2016/03/28/google-life-sciences-exodus/\" target=\"_blank\" rel=\"noopener\">Verily\u003c/a>.\u003c/p>\n\u003cp>The app can detect a seven-point change on the Hamilton scale, Insel said. That kind of difference could indicate a patient who is not normally depressed now shows signs of mild or moderate depression, or that a person with moderate depression is now showing signs of a very severe condition.\u003c/p>\n\u003cp>“For a clinician and for someone taking care of a patient, knowing that, it could be very, very powerful,” Dagum said.\u003c/p>\n\u003cp>The company’s momentum has taken it to the cusp of a real-world deployment in California. About 15 counties — including the most populous county in the United States, Los Angeles County — will be spending about $60 million over the next four years to bring companies like Mindstrong and other apps into their health care system.\u003c/p>\n\u003cp>These counties hope apps will help them get better services to people with mental illnesses like depression, schizophrenia, bipolar disorder, and post-traumatic stress disorder.\u003c/p>\n\u003cp>The Mindstrong program itself is limited: Patients can choose voluntarily whether to use the app, which will be free to them, and that decision won’t affect the rest of the mental health services they can access.\u003c/p>\n\u003cp>\u003cstrong>Lack of Public Data\u003c/strong>\u003c/p>\n\u003cp>So far, the Mindstrong app has only been used in controlled clinical settings and trials — including one run by a company developing new antidepressants and another done in a ketamine clinic. The company has also claimed that a “\u003ca href=\"https://mindstronghealth.com/clinical-programs/\" target=\"_blank\" rel=\"noopener\">nationwide employer\u003c/a>” and private substance abuse clinics in D.C. are using the app.[contextly_sidebar id=\"KGoxoWR6m8MUKnLishPvyacpod0HWpt7\"]\u003c/p>\n\u003cp>But other than the change on the Hamilton scale — which hasn’t yet gone through peer review and was disclosed to STAT in an interview — almost no data about how well Mindstrong’s technology works is available to independent observers.\u003c/p>\n\u003cp>The company’s website describes five completed clinical trials, but it has not yet published the results of any. Only a handful of other published works — all from the last year — have hinted at how well it works or its scope with data to back up the claims.\u003c/p>\n\u003cp>The company \u003ca href=\"https://www.nature.com/articles/s41746-018-0018-4\" target=\"_blank\" rel=\"noopener\">published\u003c/a> a 27-person pilot study in the journal npj Digital Medicine earlier this year. Dagum is also an author on a poster \u003ca href=\"https://www.nature.com/articles/npp2017265#t122-assessing-anhedonia-with-quantitative-tasks-digital-and-patient-reported-measures-in-a-multicenter-doubleblind-trial-with-btrx246040-for-the-treatment-of-major-depressive-disorder\" target=\"_blank\" rel=\"noopener\">presentation\u003c/a> given at the American College of Neuropsychopharmacology’s 2017 conference, another \u003ca href=\"https://isctm.org/public_access/Feb2018/PDFs/Smith-poster.pdf\" target=\"_blank\" rel=\"noopener\">poster\u003c/a> that reported results from a very wide variety of digital phenotyping techniques — not just typing — and a \u003ca href=\"https://www.ncbi.nlm.nih.gov/pubmed/29074231\" target=\"_blank\" rel=\"noopener\">paper\u003c/a> describing a clinical trial protocol — not results.\u003c/p>\n\u003cp>As Mindstrong steps toward a wider rollout, the scientific studies behind its claims will matter. Federal regulators, for one, have \u003ca href=\"https://www.ftc.gov/news-events/blogs/business-blog/2016/01/mind-gap-what-lumosity-promised-vs-what-it-could-prove\" target=\"_blank\" rel=\"noopener\">cracked down\u003c/a> on \u003ca href=\"https://www.ftc.gov/news-events/press-releases/2016/12/marketers-blood-pressure-app-settle-ftc-charges-regarding\" target=\"_blank\" rel=\"noopener\">commercial apps\u003c/a>that misleadingly reference a study’s conclusions to market their app.\u003c/p>\n\u003cp>Based on her own research, at least one expert in digital health and mood said she’s skeptical that Mindstrong can, in a general population, work as well as the company claims. MIT’s Picard said that while there are ways to predict or detect mood changes, you usually need more than just a single type of data to do so.\u003c/p>\n\u003cp>“I’m suspicious that a single modality like typing is going to be sufficient. It would be like saying there’s a single question [on a screening questionnaire] that a doctor could be using,” said Picard, who is also CEO of a company that works on digital phenotyping, like Mindstrong does.\u003c/p>\n\u003cp>“My guess is that their specificity to depression is going to be relatively low,” Picard said.\u003c/p>\n\u003cp>[ad floatright]\u003c/p>\n\u003cp>Her \u003ca href=\"https://www.jmir.org/2018/6/e210/\" target=\"_blank\" rel=\"noopener\">own\u003c/a> \u003ca href=\"https://ieeexplore.ieee.org/abstract/document/954607\" target=\"_blank\" rel=\"noopener\">research\u003c/a>, for example, relies on temperature and skin conductivity as well as calls and the amount of time spent on a phone to predict mood changes. It is about 80 percent accurate.\u003c/p>\n\u003cdiv class=\"quote-inner\">\n\u003cp>Especially in the field of digital mental health, “we need more peer review,” said Dr. Steven Steinhubl, the director of digital medicine at Scripps Research Translational Institute. (Steinhubl is also the co-editor-in-chief of npj Digital Medicine.) Though he said he strongly believes in the potential of apps like Mindstrong, Steinhubl cautioned that peer review has a purpose.[contextly_sidebar id=\"8bFNH4xsL9O8lTSDRHnxnqtYwxOF2Z5k\"]\u003c/p>\n\u003cp>“[Peer review] is a very imperfect system, but there’s really nothing in the peer-reviewed literature. That means that other experts aren’t able to weigh in,” he said. “If you have committees and other people reviewing something who maybe don’t have the same level of expertise, you’ll have people saying, ‘Yeah, that sounds good.’”\u003c/p>\n\u003cp>Other researchers have also found that neuropsychological tests, more broadly, have relatively low accuracy rates.\u003c/p>\n\u003cp>In a study that examined people who were already being treated for depression, one computerized test could only accurately predict their condition in about 40 percent of cases. Another showed a 44 percent accuracy rate for a similar computerized test used to examine people with major depression.\u003c/p>\n\u003cp>A neuropsychological test — if it’s used as a screening test — is “going to miss a lot of people who are depressed,” said Richard Porter, a psychology researcher based at the University of Otago in New Zealand who conducted one of the studies.\u003c/p>\n\u003cp>And even if depressed people do show some kind of cognitive impairment, it’s impossible to tell what caused it.\u003c/p>\n\u003cp>Many things other than mental illness might cause a person to perform poorly on cognitive tests — like living with another disorder, having a lower baseline performance on cognitive tests, having a drink or taking prescription, over-the-counter, or illegal drugs.\u003c/p>\n\u003cp>Mindstrong’s leaders aren’t worried about that kind of noise in their data. Some of those factors are important to note, both for patients and the health care professionals working with them.\u003c/p>\n\u003cp>“You’re hungover, you didn’t sleep well, you didn’t take your medication, you have a medication side effects, you’re having stress and challenges at work and at home. Those are things that we want to measure,” Dagum said.\u003c/p>\n\u003cp>But even Insel admitted that there are plenty of issues that could affect typing speed — and which Mindstrong hasn’t figured out how to sort out yet. Sticky fingers after lunch, full hands at an airport, wearing gloves during winter, or a broken hand might also plausible affect a person’s typing speed — and, therefore, the app’s performance.\u003c/p>\n\u003cp>“One thing we’ve thought about is how we factor in those unusual environmental issues,” Insel said. “We’re working on that. But I can’t say that we’ve solved all of those possible issues.”\u003c/p>\n\u003cp>\u003cstrong>A Looming Launch in the Golden State\u003c/strong>\u003c/p>\n\u003cp>Insel and others linked with the company are fond of comparing their app to a smoke detector — something that’s intended to enhance humans’ senses to detect danger.\u003c/p>\n\u003cp>But part of the value of a smoke detector is that if it’s functioning properly, we know it isn’t going off at random. It only goes off in certain conditions and carries a specific message: Your house is on fire or about to be. Do something.\u003c/p>\n\u003cp>At least for now, that’s where Mindstrong differs from a smoke detector. There’s no way to tell, yet, how specific it is or how sensitive its algorithm is.\u003c/p>\n\u003cp>Insel said that information is coming. He said the company has the data about the app’s accuracy — but he declined to provide those figures, citing papers pending publication. “[They] square very well with clinically used biomarkers,” he said.\u003c/p>\n\u003cp>California authorities suggest they have been shown some of that data. But they’re nevertheless cautious about how the app will work in their new, different setting.\u003c/p>\n\u003cp>One official said there will be “clear writing” included with the state’s version of the app about what it can do, what it cannot do, and what goals the counties hope it will help them achieve.\u003c/p>\n\u003cp>Those goals are pretty lofty. At least some counties eventually plan to use it not only to supplement the existing system, but potentially to bring more people into its fold.\u003c/p>\n\u003cp>“We might be able to go to colleges, emergency departments, other places,” said Debbie Innes-Gomberg, a deputy director at the Los Angeles County Department of Mental Health. “There’s a process of identifying that they’re symptomatic, but [our target population is] people that are in our system and people who maybe need to be.”\u003c/p>\n\u003cp>And even before the app launched in the original five counties that had signed on, the pilot has expanded. Another 11 counties have recently decided to join.\u003c/p>\n\u003cp>Still, Innes-Gomberg said, it’s going to be rolled out with caution. “We’re not going to oversell this.”\u003c/p>\n\u003cp>\u003ci>\u003cspan style=\"font-weight: 400\">This \u003c/span>\u003c/i>\u003ca href=\"https://www.statnews.com/2018/10/04/mindstrong-questions-over-evidence/\" target=\"_blank\" rel=\"noopener\">\u003ci>\u003cspan style=\"font-weight: 400\">story\u003c/span>\u003c/i>\u003c/a>\u003ci>\u003cspan style=\"font-weight: 400\"> was originally published by STAT, an online publication of Boston Globe Media that covers health, medicine, and scientific discovery.\u003c/span>\u003c/i>\u003c/p>\n\u003c/div>\n\n",
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"content": "\u003cdiv class=\"post-body\">\u003cp>\u003cp class=\"danger-zone\">In the world of digital health, Silicon Valley-based \u003ca href=\"https://www.statnews.com/2017/08/07/mindstrong-insel-mental-illness/\" target=\"_blank\" rel=\"noopener\">Mindstrong\u003c/a> stands out. It has a star-studded team and tens of millions in venture capital funding, including from Jeff Bezos’ VC firm.\u003c/p>\u003cp>\u003c/p>\u003cp>\u003c/p>\n\u003cp class=\"danger-zone\">It also has a captivating idea: that its app, based on cognitive functioning research, can help detect troubling mental health patterns by collecting data on a person’s smartphone usage — how quickly they type or scroll, for instance.\u003c/p>\n\u003cp class=\"danger-zone\">The promise of that technology has helped Mindstrong build incredible momentum since it launched last year; already more than a dozen counties in California have agreed to deploy the company’s app to patients.\u003c/p>\n\u003cp class=\"\">Does the app live up to its promise? There’s no way to tell. Almost no one outside the company has any idea whether it works. Most of the company’s key promises or claims aren’t yet backed up by published, peer-reviewed data — leading some experts to wonder if the technology is ready for the real world.\u003c/p>\n\u003cp class=\"\">“I wouldn’t waste all that time and money in the wild until they get sure that some of those things are as specific as they hope they are,” said Rosalind Picard, a researcher at MIT Media Lab who is familiar with Mindstrong’s work and tries to use data from smartphones and wearables to detect a person’s mood.\u003c/p>\n\u003cp>\u003c/p>\u003c/div>",
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"content": "\u003cdiv class=\"post-body\">\u003cp>\u003c/p>\n\u003cp>Even as one of the company’s executives, Dr. Tom Insel, acknowledged to STAT that the app isn’t perfect, the company’s CEO emphasized that Mindstrong could provide unprecedented insight into conditions like depression.\u003c/p>\u003cp>\u003c/p>\u003cp>\u003c/p>\n\u003cp>Mindstrong is not alone in pushing the frontiers of smartphone-based digital health. Many companies use so-called digital phenotyping, collecting scientific data on a person’s digital life, to gain insights into his or her physical or mental health.\u003c/p>\n\u003cp>The company’s app collects information about how people are typing and runs it through a machine learning algorithm to determine which data can predict their emotional state. Mindstrong has already used it in controlled clinical settings and trials — including one run by a company developing new antidepressants and another done in a \u003ca href=\"https://www.statnews.com/2018/09/24/ketamine-clinics-severe-depression-treatment/\" target=\"_blank\" rel=\"noopener\">ketamine clinic\u003c/a>. The app is available in Apple’s app store, but requires a participant code to access it.\u003c/p>\n\u003cp>“We’ve done the validation work against the gold-standard clinical tests for depression, for anxiety, for cognitive decline, whether it’s memory or executive function,” said Dr. Paul Dagum, the company’s founder. “We’re confident, we’re already seeing some really exciting results.”\u003c/p>\n\u003cp>In the last year, Mindstrong’s footprint and reach have already grown exponentially. The Palo Alto-based company’s workforce has doubled to 42 employees and it made \u003ca href=\"https://www.hsph.harvard.edu/magazine/magazine_article/philanthropic-impact-digital-phenotyping/\" target=\"_blank\" rel=\"noopener\">a sizable gift\u003c/a> to Harvard’s school of public health. In February, it launched a partnership with Takeda to develop new biomarkers that will be able to aid the pharmaceutical giant’s clinical trials for depression treatments.\u003c/p>\n\u003cp>The idea is to use that data to establish a “normal” pattern — so it can be compared against someone’s typing habits on any given day. If the habits look off, slower or more agitated than normal, the app can alert a health care provider.\u003c/p>\n\u003cp>Abnormal patterns, Mindstrong says, might show up if a person is more depressed or anxious, or if just about anything else about their mental health changes. When asked which disorders Mindstrong might be able to detect, Dagum replied, “all of them.” (Dagum, a data scientist and physician, founded the company in 2017 with Rick Klausner, the founder and director of CAR-T pioneer Juno Therapeutics and \u003ca href=\"https://www.statnews.com/2018/06/02/grail-cancer-blood-test-asco/\" target=\"_blank\" rel=\"noopener\">Grail\u003c/a>, a liquid biopsy company.)\u003c/p>\u003cp>\u003c/p>\u003cp>\u003c/p>\n\u003cp>Mindstrong officials told STAT that among their most encouraging results is that its app can even predict how a person will feel next week, or at least how a person will perform on the Hamilton Rating Scale for depression — kind of like a weather app for your mood.\u003c/p>\n\u003cp>The data behind this claim is being published soon, said Insel, who is the former head of the National Institute of Mental Health and came to the company in 2017 after a short stint at \u003ca href=\"https://www.statnews.com/2016/03/28/google-life-sciences-exodus/\" target=\"_blank\" rel=\"noopener\">Verily\u003c/a>.\u003c/p>\n\u003cp>The app can detect a seven-point change on the Hamilton scale, Insel said. That kind of difference could indicate a patient who is not normally depressed now shows signs of mild or moderate depression, or that a person with moderate depression is now showing signs of a very severe condition.\u003c/p>\n\u003cp>“For a clinician and for someone taking care of a patient, knowing that, it could be very, very powerful,” Dagum said.\u003c/p>\n\u003cp>The company’s momentum has taken it to the cusp of a real-world deployment in California. About 15 counties — including the most populous county in the United States, Los Angeles County — will be spending about $60 million over the next four years to bring companies like Mindstrong and other apps into their health care system.\u003c/p>\n\u003cp>These counties hope apps will help them get better services to people with mental illnesses like depression, schizophrenia, bipolar disorder, and post-traumatic stress disorder.\u003c/p>\n\u003cp>The Mindstrong program itself is limited: Patients can choose voluntarily whether to use the app, which will be free to them, and that decision won’t affect the rest of the mental health services they can access.\u003c/p>\n\u003cp>\u003cstrong>Lack of Public Data\u003c/strong>\u003c/p>\n\u003cp>So far, the Mindstrong app has only been used in controlled clinical settings and trials — including one run by a company developing new antidepressants and another done in a ketamine clinic. The company has also claimed that a “\u003ca href=\"https://mindstronghealth.com/clinical-programs/\" target=\"_blank\" rel=\"noopener\">nationwide employer\u003c/a>” and private substance abuse clinics in D.C. are using the app.\u003c/p>\u003cp>\u003c/p>\u003cp>\u003c/p>\n\u003cp>But other than the change on the Hamilton scale — which hasn’t yet gone through peer review and was disclosed to STAT in an interview — almost no data about how well Mindstrong’s technology works is available to independent observers.\u003c/p>\n\u003cp>The company’s website describes five completed clinical trials, but it has not yet published the results of any. Only a handful of other published works — all from the last year — have hinted at how well it works or its scope with data to back up the claims.\u003c/p>\n\u003cp>The company \u003ca href=\"https://www.nature.com/articles/s41746-018-0018-4\" target=\"_blank\" rel=\"noopener\">published\u003c/a> a 27-person pilot study in the journal npj Digital Medicine earlier this year. Dagum is also an author on a poster \u003ca href=\"https://www.nature.com/articles/npp2017265#t122-assessing-anhedonia-with-quantitative-tasks-digital-and-patient-reported-measures-in-a-multicenter-doubleblind-trial-with-btrx246040-for-the-treatment-of-major-depressive-disorder\" target=\"_blank\" rel=\"noopener\">presentation\u003c/a> given at the American College of Neuropsychopharmacology’s 2017 conference, another \u003ca href=\"https://isctm.org/public_access/Feb2018/PDFs/Smith-poster.pdf\" target=\"_blank\" rel=\"noopener\">poster\u003c/a> that reported results from a very wide variety of digital phenotyping techniques — not just typing — and a \u003ca href=\"https://www.ncbi.nlm.nih.gov/pubmed/29074231\" target=\"_blank\" rel=\"noopener\">paper\u003c/a> describing a clinical trial protocol — not results.\u003c/p>\n\u003cp>As Mindstrong steps toward a wider rollout, the scientific studies behind its claims will matter. Federal regulators, for one, have \u003ca href=\"https://www.ftc.gov/news-events/blogs/business-blog/2016/01/mind-gap-what-lumosity-promised-vs-what-it-could-prove\" target=\"_blank\" rel=\"noopener\">cracked down\u003c/a> on \u003ca href=\"https://www.ftc.gov/news-events/press-releases/2016/12/marketers-blood-pressure-app-settle-ftc-charges-regarding\" target=\"_blank\" rel=\"noopener\">commercial apps\u003c/a>that misleadingly reference a study’s conclusions to market their app.\u003c/p>\n\u003cp>Based on her own research, at least one expert in digital health and mood said she’s skeptical that Mindstrong can, in a general population, work as well as the company claims. MIT’s Picard said that while there are ways to predict or detect mood changes, you usually need more than just a single type of data to do so.\u003c/p>\n\u003cp>“I’m suspicious that a single modality like typing is going to be sufficient. It would be like saying there’s a single question [on a screening questionnaire] that a doctor could be using,” said Picard, who is also CEO of a company that works on digital phenotyping, like Mindstrong does.\u003c/p>\n\u003cp>“My guess is that their specificity to depression is going to be relatively low,” Picard said.\u003c/p>\n\u003cp>\u003c/p>\u003c/div>",
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"content": "\u003cdiv class=\"post-body\">\u003cp>\u003c/p>\n\u003cp>Her \u003ca href=\"https://www.jmir.org/2018/6/e210/\" target=\"_blank\" rel=\"noopener\">own\u003c/a> \u003ca href=\"https://ieeexplore.ieee.org/abstract/document/954607\" target=\"_blank\" rel=\"noopener\">research\u003c/a>, for example, relies on temperature and skin conductivity as well as calls and the amount of time spent on a phone to predict mood changes. It is about 80 percent accurate.\u003c/p>\n\u003cdiv class=\"quote-inner\">\n\u003cp>Especially in the field of digital mental health, “we need more peer review,” said Dr. Steven Steinhubl, the director of digital medicine at Scripps Research Translational Institute. (Steinhubl is also the co-editor-in-chief of npj Digital Medicine.) Though he said he strongly believes in the potential of apps like Mindstrong, Steinhubl cautioned that peer review has a purpose.\u003c/p>\u003cp>\u003c/p>\u003cp>\u003c/p>\n\u003cp>“[Peer review] is a very imperfect system, but there’s really nothing in the peer-reviewed literature. That means that other experts aren’t able to weigh in,” he said. “If you have committees and other people reviewing something who maybe don’t have the same level of expertise, you’ll have people saying, ‘Yeah, that sounds good.’”\u003c/p>\n\u003cp>Other researchers have also found that neuropsychological tests, more broadly, have relatively low accuracy rates.\u003c/p>\n\u003cp>In a study that examined people who were already being treated for depression, one computerized test could only accurately predict their condition in about 40 percent of cases. Another showed a 44 percent accuracy rate for a similar computerized test used to examine people with major depression.\u003c/p>\n\u003cp>A neuropsychological test — if it’s used as a screening test — is “going to miss a lot of people who are depressed,” said Richard Porter, a psychology researcher based at the University of Otago in New Zealand who conducted one of the studies.\u003c/p>\n\u003cp>And even if depressed people do show some kind of cognitive impairment, it’s impossible to tell what caused it.\u003c/p>\n\u003cp>Many things other than mental illness might cause a person to perform poorly on cognitive tests — like living with another disorder, having a lower baseline performance on cognitive tests, having a drink or taking prescription, over-the-counter, or illegal drugs.\u003c/p>\n\u003cp>Mindstrong’s leaders aren’t worried about that kind of noise in their data. Some of those factors are important to note, both for patients and the health care professionals working with them.\u003c/p>\n\u003cp>“You’re hungover, you didn’t sleep well, you didn’t take your medication, you have a medication side effects, you’re having stress and challenges at work and at home. Those are things that we want to measure,” Dagum said.\u003c/p>\n\u003cp>But even Insel admitted that there are plenty of issues that could affect typing speed — and which Mindstrong hasn’t figured out how to sort out yet. Sticky fingers after lunch, full hands at an airport, wearing gloves during winter, or a broken hand might also plausible affect a person’s typing speed — and, therefore, the app’s performance.\u003c/p>\n\u003cp>“One thing we’ve thought about is how we factor in those unusual environmental issues,” Insel said. “We’re working on that. But I can’t say that we’ve solved all of those possible issues.”\u003c/p>\n\u003cp>\u003cstrong>A Looming Launch in the Golden State\u003c/strong>\u003c/p>\n\u003cp>Insel and others linked with the company are fond of comparing their app to a smoke detector — something that’s intended to enhance humans’ senses to detect danger.\u003c/p>\n\u003cp>But part of the value of a smoke detector is that if it’s functioning properly, we know it isn’t going off at random. It only goes off in certain conditions and carries a specific message: Your house is on fire or about to be. Do something.\u003c/p>\n\u003cp>At least for now, that’s where Mindstrong differs from a smoke detector. There’s no way to tell, yet, how specific it is or how sensitive its algorithm is.\u003c/p>\n\u003cp>Insel said that information is coming. He said the company has the data about the app’s accuracy — but he declined to provide those figures, citing papers pending publication. “[They] square very well with clinically used biomarkers,” he said.\u003c/p>\n\u003cp>California authorities suggest they have been shown some of that data. But they’re nevertheless cautious about how the app will work in their new, different setting.\u003c/p>\n\u003cp>One official said there will be “clear writing” included with the state’s version of the app about what it can do, what it cannot do, and what goals the counties hope it will help them achieve.\u003c/p>\n\u003cp>Those goals are pretty lofty. At least some counties eventually plan to use it not only to supplement the existing system, but potentially to bring more people into its fold.\u003c/p>\n\u003cp>“We might be able to go to colleges, emergency departments, other places,” said Debbie Innes-Gomberg, a deputy director at the Los Angeles County Department of Mental Health. “There’s a process of identifying that they’re symptomatic, but [our target population is] people that are in our system and people who maybe need to be.”\u003c/p>\n\u003cp>And even before the app launched in the original five counties that had signed on, the pilot has expanded. Another 11 counties have recently decided to join.\u003c/p>\n\u003cp>Still, Innes-Gomberg said, it’s going to be rolled out with caution. “We’re not going to oversell this.”\u003c/p>\n\u003cp>\u003ci>\u003cspan style=\"font-weight: 400\">This \u003c/span>\u003c/i>\u003ca href=\"https://www.statnews.com/2018/10/04/mindstrong-questions-over-evidence/\" target=\"_blank\" rel=\"noopener\">\u003ci>\u003cspan style=\"font-weight: 400\">story\u003c/span>\u003c/i>\u003c/a>\u003ci>\u003cspan style=\"font-weight: 400\"> was originally published by STAT, an online publication of Boston Globe Media that covers health, medicine, and scientific discovery.\u003c/span>\u003c/i>\u003c/p>\n\u003c/div>\n\n\u003c/div>\u003c/p>",
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},
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"info": "KQED’s statewide radio news program providing daily coverage of issues, trends and public policy decisions.",
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"officialWebsiteLink": "/californiareport",
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"order": 8
},
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},
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"order": 10
},
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"google": "https://podcasts.google.com/feed/aHR0cHM6Ly9mZWVkcy5tZWdhcGhvbmUuZm0vS1FJTkM3NjkwNjk1OTAz",
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},
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"meta": {
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"source": "City Arts & Lectures"
},
"link": "https://www.cityarts.net",
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},
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"order": 1
},
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"info": "\u003cem>Code Switch\u003c/em>, which listeners will hear in the first part of the hour, has fearless and much-needed conversations about race. Hosted by journalists of color, the show tackles the subject of race head-on, exploring how it impacts every part of society — from politics and pop culture to history, sports and more.\u003cbr />\u003cbr />\u003cem>Life Kit\u003c/em>, which will be in the second part of the hour, guides you through spaces and feelings no one prepares you for — from finances to mental health, from workplace microaggressions to imposter syndrome, from relationships to parenting. The show features experts with real world experience and shares their knowledge. Because everyone needs a little help being human.\u003cbr />\u003cbr />\u003ca href=\"https://www.npr.org/podcasts/510312/codeswitch\">\u003cem>Code Switch\u003c/em> offical site and podcast\u003c/a>\u003cbr />\u003ca href=\"https://www.npr.org/lifekit\">\u003cem>Life Kit\u003c/em> offical site and podcast\u003c/a>\u003cbr />",
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"id": "commonwealth-club",
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"info": "The Commonwealth Club of California is the nation's oldest and largest public affairs forum. As a non-partisan forum, The Club brings to the public airwaves diverse viewpoints on important topics. The Club's weekly radio broadcast - the oldest in the U.S., dating back to 1924 - is carried across the nation on public radio stations and is now podcasting. Our website archive features audio of our recent programs, as well as selected speeches from our long and distinguished history. This podcast feed is usually updated twice a week and is always un-edited.",
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"source": "Commonwealth Club of California"
},
"link": "/radio/program/commonwealth-club",
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"google": "https://podcasts.google.com/feed/aHR0cDovL3d3dy5jb21tb253ZWFsdGhjbHViLm9yZy9hdWRpby9wb2RjYXN0L3dlZWtseS54bWw",
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"info": "KQED’s live call-in program discussing local, state, national and international issues, as well as in-depth interviews.",
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"imageSrc": "https://cdn.kqed.org/wp-content/uploads/2024/04/Forum-Podcast-Tile-703x703-1.jpg",
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"order": 9
},
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"google": "https://podcasts.google.com/feed/aHR0cHM6Ly9mZWVkcy5tZWdhcGhvbmUuZm0vS1FJTkM5NTU3MzgxNjMz",
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},
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"officialWebsiteLink": "http://freakonomics.com/",
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"meta": {
"site": "radio",
"source": "WNYC"
},
"link": "/radio/program/freakonomics-radio",
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"apple": "https://itunes.apple.com/us/podcast/freakonomics-radio/id354668519",
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},
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"id": "fresh-air",
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"apple": "https://itunes.apple.com/WebObjects/MZStore.woa/wa/viewPodcast?s=143441&mt=2&id=214089682&at=11l79Y&ct=nprdirectory",
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"info": "A live production of NPR and WBUR Boston, in collaboration with stations across the country, Here & Now reflects the fluid world of news as it's happening in the middle of the day, with timely, in-depth news, interviews and conversation. Hosted by Robin Young, Jeremy Hobson and Tonya Mosley.",
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"hidden-brain": {
"id": "hidden-brain",
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"info": "Shankar Vedantam uses science and storytelling to reveal the unconscious patterns that drive human behavior, shape our choices and direct our relationships.",
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"airtime": "SUN 7pm-8pm",
"meta": {
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"source": "NPR"
},
"link": "/radio/program/hidden-brain",
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"how-i-built-this": {
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"title": "How I Built This with Guy Raz",
"info": "Guy Raz dives into the stories behind some of the world's best known companies. How I Built This weaves a narrative journey about innovators, entrepreneurs and idealists—and the movements they built.",
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"airtime": "SUN 7:30pm-8pm",
"meta": {
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},
"link": "/radio/program/how-i-built-this",
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"apple": "https://itunes.apple.com/us/podcast/how-i-built-this-with-guy-raz/id1150510297?mt=2",
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"hyphenacion": {
"id": "hyphenacion",
"title": "Hyphenación",
"tagline": "Where conversation and cultura meet",
"info": "What kind of no sabo word is Hyphenación? For us, it’s about living within a hyphenation. Like being a third-gen Mexican-American from the Texas border now living that Bay Area Chicano life. Like Xorje! Each week we bring together a couple of hyphenated Latinos to talk all about personal life choices: family, careers, relationships, belonging … everything is on the table. ",
"imageSrc": "https://cdn.kqed.org/wp-content/uploads/2025/03/Hyphenacion_FinalAssets_PodcastTile.png",
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"order": 15
},
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},
"jerrybrown": {
"id": "jerrybrown",
"title": "The Political Mind of Jerry Brown",
"tagline": "Lessons from a lifetime in politics",
"info": "The Political Mind of Jerry Brown brings listeners the wisdom of the former Governor, Mayor, and presidential candidate. Scott Shafer interviewed Brown for more than 40 hours, covering the former governor's life and half-century in the political game – and Brown has some lessons he'd like to share. ",
"imageSrc": "https://cdn.kqed.org/wp-content/uploads/2024/04/The-Political-Mind-of-Jerry-Brown-Podcast-Tile-703x703-1.jpg",
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"order": 18
},
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}
},
"latino-usa": {
"id": "latino-usa",
"title": "Latino USA",
"airtime": "MON 1am-2am, SUN 6pm-7pm",
"info": "Latino USA, the radio journal of news and culture, is the only national, English-language radio program produced from a Latino perspective.",
"imageSrc": "https://ww2.kqed.org/radio/wp-content/uploads/sites/50/2018/04/latinoUsa.jpg",
"officialWebsiteLink": "http://latinousa.org/",
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"source": "npr"
},
"link": "/radio/program/latino-usa",
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"apple": "https://itunes.apple.com/WebObjects/MZStore.woa/wa/viewPodcast?s=143441&mt=2&id=79681317&at=11l79Y&ct=nprdirectory",
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"rss": "https://feeds.npr.org/510016/podcast.xml"
}
},
"marketplace": {
"id": "marketplace",
"title": "Marketplace",
"info": "Our flagship program, helmed by Kai Ryssdal, examines what the day in money delivered, through stories, conversations, newsworthy numbers and more. Updated Monday through Friday at about 3:30 p.m. PT.",
"airtime": "MON-FRI 4pm-4:30pm, MON-WED 6:30pm-7pm",
"imageSrc": "https://cdn.kqed.org/wp-content/uploads/2024/04/Marketplace-Podcast-Tile-360x360-1.jpg",
"officialWebsiteLink": "https://www.marketplace.org/",
"meta": {
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"source": "American Public Media"
},
"link": "/radio/program/marketplace",
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},
"masters-of-scale": {
"id": "masters-of-scale",
"title": "Masters of Scale",
"info": "Masters of Scale is an original podcast in which LinkedIn co-founder and Greylock Partner Reid Hoffman sets out to describe and prove theories that explain how great entrepreneurs take their companies from zero to a gazillion in ingenious fashion.",
"airtime": "Every other Wednesday June 12 through October 16 at 8pm (repeats Thursdays at 2am)",
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"officialWebsiteLink": "https://mastersofscale.com/",
"meta": {
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"source": "WaitWhat"
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"link": "/radio/program/masters-of-scale",
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"rss": "https://rss.art19.com/masters-of-scale"
}
},
"mindshift": {
"id": "mindshift",
"title": "MindShift",
"tagline": "A podcast about the future of learning and how we raise our kids",
"info": "The MindShift podcast explores the innovations in education that are shaping how kids learn. Hosts Ki Sung and Katrina Schwartz introduce listeners to educators, researchers, parents and students who are developing effective ways to improve how kids learn. We cover topics like how fed-up administrators are developing surprising tactics to deal with classroom disruptions; how listening to podcasts are helping kids develop reading skills; the consequences of overparenting; and why interdisciplinary learning can engage students on all ends of the traditional achievement spectrum. This podcast is part of the MindShift education site, a division of KQED News. KQED is an NPR/PBS member station based in San Francisco. You can also visit the MindShift website for episodes and supplemental blog posts or tweet us \u003ca href=\"https://twitter.com/MindShiftKQED\">@MindShiftKQED\u003c/a> or visit us at \u003ca href=\"/mindshift\">MindShift.KQED.org\u003c/a>",
"imageSrc": "https://cdn.kqed.org/wp-content/uploads/2024/04/Mindshift-Podcast-Tile-703x703-1.jpg",
"imageAlt": "KQED MindShift: How We Will Learn",
"officialWebsiteLink": "/mindshift/",
"meta": {
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"source": "kqed",
"order": 12
},
"link": "/podcasts/mindshift",
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"google": "https://podcasts.google.com/feed/aHR0cHM6Ly9mZWVkcy5tZWdhcGhvbmUuZm0vS1FJTkM1NzY0NjAwNDI5",
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},
"morning-edition": {
"id": "morning-edition",
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"info": "\u003cem>Morning Edition\u003c/em> takes listeners around the country and the world with multi-faceted stories and commentaries every weekday. Hosts Steve Inskeep, David Greene and Rachel Martin bring you the latest breaking news and features to prepare you for the day.",
"airtime": "MON-FRI 3am-9am",
"imageSrc": "https://cdn.kqed.org/wp-content/uploads/2024/04/Morning-Edition-Podcast-Tile-360x360-1.jpg",
"officialWebsiteLink": "https://www.npr.org/programs/morning-edition/",
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"link": "/radio/program/morning-edition"
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"onourwatch": {
"id": "onourwatch",
"title": "On Our Watch",
"tagline": "Deeply-reported investigative journalism",
"info": "For decades, the process for how police police themselves has been inconsistent – if not opaque. In some states, like California, these proceedings were completely hidden. After a new police transparency law unsealed scores of internal affairs files, our reporters set out to examine these cases and the shadow world of police discipline. On Our Watch brings listeners into the rooms where officers are questioned and witnesses are interrogated to find out who this system is really protecting. Is it the officers, or the public they've sworn to serve?",
"imageSrc": "https://cdn.kqed.org/wp-content/uploads/2024/04/On-Our-Watch-Podcast-Tile-703x703-1.jpg",
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"officialWebsiteLink": "/podcasts/onourwatch",
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"source": "kqed",
"order": 11
},
"link": "/podcasts/onourwatch",
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"google": "https://podcasts.google.com/feed/aHR0cHM6Ly9mZWVkcy5ucHIub3JnLzUxMDM2MC9wb2RjYXN0LnhtbD9zYz1nb29nbGVwb2RjYXN0cw",
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},
"on-the-media": {
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