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  -title: "Artificial Intelligence is Missing the Effect of Affect"
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  -introtext: "<p><span style="color: #000000;">AI entrepreneurs are making lots of claims&nbsp;about how artificial intelligence can solve the problems with sickcare, like poor quality, high costs, terrible experiences for the patients and healthcare professionals, inequitable access and mountains of administrivia burning out caregivers and medical care teams.</span></p>\r\n"
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    <p><span style="color: #000000;">Fundamentally, doctors do three things: 1) they make decisions , 2) they perform procedures and, 3) they communicate with and comfort the sick and their support networks. A triple threat doctor, while the goal, is sometimes hard to find.&nbsp;Being a triple threat academic is a particularly heavy lift and is outdated.</span></p>\r\n
    <p><span style="color: #000000;">Besides that, sickcare professional productivity is lagging.</span></p>\r\n
    <p><span style="color: #000000;">To fill those gaps, healthcare artificial intelligence seems to be getting the most traction helping make decisions, whether it be using computer vision techniques to improve the sensitivity and specificity of those interpreting images or patterns (radiologists reading images, dermatologist looking at skin images to diagnose skin cancer, or ophthalmologists looking at retinal scans to detect diseases like diabetic retinopathy) or creating clinical decision support (CDS) algorithms to better diagnose and predict diseases.</span></p>\r\n
    <p><span style="color: #000000;">Robotic process automation (RPA) helps to automate repetitive tasks.&nbsp;Still, despite its maturing process and growing number of use cases — which include updating electronic medical records, simplifying claims processing and managing staffing levels —&nbsp;<strong>RPA isn’t yet widespread in healthcare settings</strong>.&nbsp;Surgical robotics is progressing but&nbsp;comes with its own problems.</span></p>\r\n
    <p><span style="color: #000000;">Finally, helping those&nbsp;cold fishes with lousy bedside or webside manners&nbsp;is the next , but neglected, AI frontier.</span></p>\r\n
    <p><span style="color: #000000;">Emotion AI (affective computing) has been less widely applied in healthcare, as can be seen in a recent literature review.&nbsp;In a meticulous&nbsp;analysis&nbsp;of 156&nbsp;papers on AI in pregnancy health, a team in Spain found only two papers in which emotions were used as inputs. Their review, published in the journal IEEE Access, concluded that expanded use of affective computing could help improve health outcomes for pregnant women and their infants.</span></p>\r\n
    <p><span style="color: #000000;">But, if you don't know what you or someone else is feeling or what caused those feelings. how is a data scientists supposed to make sense of those feelings to train an algorithm? Look for :</span></p>\r\n
    <ol>\r\n
    <li><span style="color: #000000;">Brain implants that will allow you to read someone's amydala (feeling place), not just their neocortex (thinking place)</span></li>\r\n
    <li><span style="color: #000000;">Objective measures of feelings i.e remote feelometers to detect pain, pleasure, anger or depression. How about a transcutaneous&nbsp;monitor that measures dopamine?</span></li>\r\n
    <li><span style="color: #000000;">Early warning systems when you are about to get so angry that you won't be able to think straight</span></li>\r\n
    <li><span style="color: #000000;">Mindfulness trackers that tells you when you are thinking about past life events that make you anxious, sad or depressed, or makes you worry too much about your future over which you have no control</span></li>\r\n
    <li><span style="color: #000000;">Trigger alerts on your mobiles device that tells you or predicts when you are about to encounter a situation that drives you crazy . After all, like the Stoics said,&nbsp;anger is temporary madness</span></li>\r\n
    <li><span style="color: #000000;">Burnout thermometers that can tell when you&nbsp;are cooked but not done.</span></li>\r\n
    <li><span style="color: #000000;">Tracking thoughts, feelings and actions that reveal&nbsp;entrepreneurial psychopathology</span></li>\r\n
    <li><span style="color: #000000;">Creating glossaries of&nbsp;entrepreneurial syndromes</span></li>\r\n
    <li><span style="color: #000000;">Bots that help you with&nbsp;the loneliness of the long distance entrepreneur</span></li>\r\n
    <li><span style="color: #000000;">A platform that helps you develop and&nbsp;sustain entrepreneurial habits</span></li>\r\n
    </ol>\r\n
    <p><span style="color: #000000;">AI is missing the effect of affect.&nbsp;Look for that capability in a cyberbrain coming soon to a cloud near you.</span></p>\r\n
    <p><span style="color: #000000;">But, be careful what you wish for. People are messy because they are emotional beings. Do we really want the same from machines?</span><br /><br /></p>\r\n
    <p class="p1"><span class="s1" style="color: #000000;">Digital Health Entrepreneurship is available on <span class="s2">Amazon</span> and <span class="s2">Springer</span>.<br /><br /></span></p>\r\n
    <p><span style="color: #000000;">Arlen Meyers, MD, MBA is the President and CEO of the&nbsp;Society of Physician Entrepreneurs.</span></p>
    """
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    ]
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]
Symfony\Component\Security\Core\Authentication\Token\Storage\UsageTrackingTokenStorage:41
Show trace 
[
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    "function" => "require_once"
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]

Flashes

Flashes

No flash messages were created.

Server Parameters

Server Parameters

Defined in .env

Key Value
APP_ENV 
"dev"
APP_SECRET 
"0a988e63f011514eaabfc650b599af4d"
CORS_ALLOW_ORIGIN 
"*"
DATABASE_URL 
"mysql://bbndb_rctuser:33F5W25z40or0f7@localhost:3306/rct_bbntimes"
GOOGLE_RECAPTCHA_SECRET_KEY 
"6LdV5fgpAAAAANxzTG8ZMfIjil1wu-1vrQvnUt-x"
GOOGLE_RECAPTCHA_SITE_KEY 
"6LdV5fgpAAAAAENKcn73MJAhQrbtQeqgyC4wDLMP"
MAILER_DSN 
"smtp://no-reply%40rct.dev.bbntimes.com:Bl6%26gLD48%26Of919@rct.dev.bbntimes.com:465"
MARIADB_PASSWORD 
"i!87pK&!85ezc8"

Defined as regular env variables

Key Value
APP_DEBUG 
"1"
BASE 
"/public"
CONTEXT_DOCUMENT_ROOT 
"/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com"
CONTEXT_PREFIX 
""
DOCUMENT_ROOT 
"/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com"
FCGI_ROLE 
"RESPONDER"
GATEWAY_INTERFACE 
"CGI/1.1"
HTTPS 
"on"
HTTP_ACCEPT 
"*/*"
HTTP_ACCEPT_CHARSET 
"ISO-8859-1,utf-8;q=0.7,*;q=0.7"
HTTP_ACCEPT_ENCODING 
"gzip, br, zstd, deflate"
HTTP_ACCEPT_LANGUAGE 
"en-us,en;q=0.5"
HTTP_CONNECTION 
"close"
HTTP_COOKIE 
"PHPSESSID=52kvf0iu1s08sn63bs8ofhmt2s; care_did=ad2d9333-fcd1-4807-b377-8919312f6261"
HTTP_FORWARDED 
"for="13.58.136.190";host="rct.dev.bbntimes.com";proto=https"
HTTP_HOST 
"rct.dev.bbntimes.com"
HTTP_USER_AGENT 
"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"
HTTP_X_FORWARDED_FOR 
"13.58.136.190"
PASSENGER_COMPILE_NATIVE_SUPPORT_BINARY 
"0"
PASSENGER_DOWNLOAD_NATIVE_SUPPORT_BINARY 
"0"
PATH 
"/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin:/snap/bin"
PATH_INFO 
""
PHP_SELF 
"/public/index.php"
PP_CUSTOM_PHP_CGI_INDEX 
"plesk-php81-fastcgi"
PP_CUSTOM_PHP_INI 
"/var/www/vhosts/system/rct.dev.bbntimes.com/etc/php.ini"
QUERY_STRING 
"_path=_format%3Dhtml%26_locale%3Den%26_controller%3DApp%255CController%255CArticleController%253A%253ArelatedArticles"
REDIRECT_BASE 
"/public"
REDIRECT_HTTPS 
"on"
REDIRECT_PASSENGER_COMPILE_NATIVE_SUPPORT_BINARY 
"0"
REDIRECT_PASSENGER_DOWNLOAD_NATIVE_SUPPORT_BINARY 
"0"
REDIRECT_REDIRECT_HTTPS 
"on"
REDIRECT_REDIRECT_PASSENGER_COMPILE_NATIVE_SUPPORT_BINARY 
"0"
REDIRECT_REDIRECT_PASSENGER_DOWNLOAD_NATIVE_SUPPORT_BINARY 
"0"
REDIRECT_REDIRECT_SCRIPT_URI 
"https://rct.dev.bbntimes.com/science/artificial-intelligence-is-missing-the-effect-of-affect"
REDIRECT_REDIRECT_SCRIPT_URL 
"/science/artificial-intelligence-is-missing-the-effect-of-affect"
REDIRECT_REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_REDIRECT_STATUS 
"200"
REDIRECT_REDIRECT_UNIQUE_ID 
"Z7nSTJDyWLT8YV1VjBpWogAAAIk"
REDIRECT_SCRIPT_URI 
"https://rct.dev.bbntimes.com/science/artificial-intelligence-is-missing-the-effect-of-affect"
REDIRECT_SCRIPT_URL 
"/science/artificial-intelligence-is-missing-the-effect-of-affect"
REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_STATUS 
"200"
REDIRECT_UNIQUE_ID 
"Z7nSTJDyWLT8YV1VjBpWogAAAIk"
REDIRECT_URL 
"/public/science/artificial-intelligence-is-missing-the-effect-of-affect"
REMOTE_ADDR 
"127.0.0.1"
REMOTE_PORT 
"26281"
REQUEST_METHOD 
"GET"
REQUEST_SCHEME 
"https"
REQUEST_TIME 
1740231244
REQUEST_TIME_FLOAT 
1740231244.2589
REQUEST_URI 
"/_fragment?_path=_format%3Dhtml%26_locale%3Den%26_controller%3DApp%255CController%255CArticleController%253A%253ArelatedArticles"
SCRIPT_FILENAME 
"/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/public/index.php"
SCRIPT_NAME 
"/public/index.php"
SCRIPT_URI 
"https://rct.dev.bbntimes.com/science/artificial-intelligence-is-missing-the-effect-of-affect"
SCRIPT_URL 
"/science/artificial-intelligence-is-missing-the-effect-of-affect"
SERVER_ADDR 
"5.196.1.209"
SERVER_ADMIN 
"[no address given]"
SERVER_NAME 
"rct.dev.bbntimes.com"
SERVER_PORT 
"443"
SERVER_PROTOCOL 
"HTTP/1.1"
SERVER_SIGNATURE 
"<address>Apache Server at rct.dev.bbntimes.com Port 443</address>\n"
SERVER_SOFTWARE 
"Apache"
SSL_TLS_SNI 
"rct.dev.bbntimes.com"
SYMFONY_DOTENV_VARS 
"APP_ENV,APP_SECRET,DATABASE_URL,MARIADB_PASSWORD,CORS_ALLOW_ORIGIN,MAILER_DSN,GOOGLE_RECAPTCHA_SECRET_KEY,GOOGLE_RECAPTCHA_SITE_KEY"
UNIQUE_ID 
"Z7nSTJDyWLT8YV1VjBpWogAAAIk"

Parent Request

Return to parent request (token = cd617b)

Key Value
_controller 
"App\Controller\ArticleController::show"
_firewall_context 
"security.firewall.map.context.main"
_links 
Symfony\Component\WebLink\GenericLinkProvider {#3649
  -links: [
    3770 => Symfony\Component\WebLink\Link {#3770
      -href: "/build/runtime.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3768 => Symfony\Component\WebLink\Link {#3768
      -href: "/build/644.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3767 => Symfony\Component\WebLink\Link {#3767
      -href: "/build/502.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3766 => Symfony\Component\WebLink\Link {#3766
      -href: "/build/app.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3765 => Symfony\Component\WebLink\Link {#3765
      -href: "/build/view-more.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3764 => Symfony\Component\WebLink\Link {#3764
      -href: "/build/term-condition.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3763 => Symfony\Component\WebLink\Link {#3763
      -href: "/build/contact.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3762 => Symfony\Component\WebLink\Link {#3762
      -href: "/build/scroll-infinite-article.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3761 => Symfony\Component\WebLink\Link {#3761
      -href: "/build/app.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
    3760 => Symfony\Component\WebLink\Link {#3760
      -href: "/build/cookie-style.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
    3759 => Symfony\Component\WebLink\Link {#3759
      -href: "/build/term-condition-css.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
    3758 => Symfony\Component\WebLink\Link {#3758
      -href: "/build/contact-css.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
    3757 => Symfony\Component\WebLink\Link {#3757
      -href: "/build/comment-css.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
  ]
}
_route 
"article_show"
_route_params 
[
  "category" => "science"
  "slug" => "artificial-intelligence-is-missing-the-effect-of-affect"
]
_security_firewall_run 
"_security_main"
_stopwatch_token 
"e05fff"
category 
"science"
slug 
"artificial-intelligence-is-missing-the-effect-of-affect"