@Damian_Roland @AmerAcadPeds @JAMA_current I warned of using #AI black box derived decision making in this link. Contrasting the PSS with the linked study above is a perfect opportunity to see what can happen trusting ML derived thresholds (measurements)
@leticiakawano Excellent. In this link I discuss the need for bedside #computationaltransparency, a safety feature required in acute care #AI. https://t.co/SlKkWkIajK
RT @pash22: Artificial intelligence systems for complex decision-making in acute care medicine: a review https://t.co/IuAYo2D79v via @Patie…
RT @pash22: Artificial intelligence systems for complex decision-making in acute care medicine: a review https://t.co/IuAYo2D79v via @Patie…
RT @pash22: Artificial intelligence systems for complex decision-making in acute care medicine: a review https://t.co/IuAYo2D79v via @Patie…
RT @pash22: Artificial intelligence systems for complex decision-making in acute care medicine: a review https://t.co/IuAYo2D79v via @Patie…
Artificial intelligence systems for complex decision-making in acute care medicine: a review https://t.co/IuAYo2D79v via @PatientStormDoc @GSCollins @MaartenvSmeden @Argenscore @dompagano @pomyers @VictorDayan1 @rahatheart1 @MadalinaGarbi @dr_benoy_n_shah
@elonmusk Perhaps, but this article shows the dangers of AI in acute care medicine. https://t.co/m2IA4Uic6W
@DavidAOliverJr @CMichaelGibson RCT defined treatment IS the best we can deliver but may fail because patient (or disease in the case of an RCT applied to a syndrome) is an outlier (or in the case of COVID was not in the RCT). Then the doc has to fall bac
@edschenck @ThinkingCC @ogi_gajic @DrSamuelBrown @phlegmfighter "If the patient is worsening despite adherence to the standard protocol, a physician with naïve trust in RCT may adhere to the guidelines thinking she must stay the course. ...the expert...[un
RT @Dr_kenta: Artificial intelligence systems for complex decision-making in acute care medicine: a review https://t.co/7tVRsT697c #ken う…
Artificial intelligence systems for complex decision-making in acute care medicine: a review https://t.co/7tVRsT697c #ken うーん、どちらかというと急性期のSimpleからComplicatedレベルの話だなぁ。 それでもまだ課題が多そうだけど、そう遠くないうちに乗り越えることもけっこうできそう
RT @drsxr: Interesting how this two year old tweet is still getting likes https://t.co/9cErWpA8Uk
@michelecbalas @Dr_SRKashyap @ogi_gajic @christopherecox @ATSBlueEditor @WalkeyAllan @KrishnanJerry @lunghealthcan @Michael_Harhay @niven_alex @vishkkumar @iwashyna They will because it is axiomatic that: Without randomization causal inference requires ve
@colleenmfarrell @WeillCornell Prepare by seeking intensive care mentors teaching deep physiology, the nuances of waveforms, relational time-series patterns, POCUS & the limitations of threshold decision making (eg COVID-19). Prepare for YOUR future r
RT @EMSurgeryBMC: A review on artificial intelligence systems for complex decision-making in acute care medicine https://t.co/5saV75iCkM #…
RT @EMSurgeryBMC: A review on artificial intelligence systems for complex decision-making in acute care medicine https://t.co/5saV75iCkM #…
A review on artificial intelligence systems for complex decision-making in acute care medicine https://t.co/5saV75iCkM #ArtificialIntelligence https://t.co/HXF8iymMrA
RT @Vilavaite: "Designers of #AI systems must recognize that the true complexity of #diagnosis and management of adverse conditions, such a…
"Designers of #AI systems must recognize that the true complexity of #diagnosis and management of adverse conditions, such as #sepsis, resides in the portion of diagnosis and care provided by nuanced expert oversight which is difficult to study and reprodu
@thebyrdlab This review explains why today we teach biologic/diagnostic thresholds which are not real and why #medicaleducation has to change responsive to the emergence of acute care #AI to teach the relational time patterns https://t.co/ibzlP4J8DQ
@SwissCognitive @etzioni @KirkDBorne Thanks for the article. In medicine this will require comprehensive computational transparency at the bedside. #NoMedicalBlackBox https://t.co/onZWAcmhzo
@FarmerFunster @EricTopol @ATorkamani @DrMJoyner @cecilejanssens @f2harrell @VPrasadMDMPH @stephensenn @skathire @mandl @ewanbirney @davecurtis314 @matthewherper @US_FDA Today all over the US, physcians, once seduced by the sweet promise of freedom from pa
@DrMJoyner @EricTopol @ATorkamani @cecilejanssens @f2harrell @VPrasadMDMPH @stephensenn @skathire @mandl @ewanbirney @davecurtis314 @matthewherper Yeah, I read it and... I predicted it. Managing #sepsis etc. is much, much harder than driving a car (as I
@moorejh @USATODAY Excellent article. Your statement "Nothing in healthcare comes easy" is often forgotten during hype phases. Here are some of the reasons for thoughtful restraint. https://t.co/LoPP3cvTUc
RT @PatientStormDoc: @iceman_ex @teddyhla @icmteaching @Wilkinsonjonny @msh_manu The #sepsis distortion may be worse when two phenotypes (i…
@iceman_ex @teddyhla @icmteaching @Wilkinsonjonny @msh_manu The #sepsis distortion may be worse when two phenotypes (in this case due to two pathogens) are present Oversight of AI generated images of #sepsis requires a new lexicon and some of those terms
@JohnNosta @HeidiCreighton @EricTopol And you should be. Yet, humans, desperate and late, will seek the expertise of human physcians when worsening under care guide by the diagnosis of black box #AI. https://t.co/onZWAcmhzo
@kevinmd @FutureDocs @Skepticscalpel @aoglasser Excellent even further left on the X axis of the handoff graph shown is a handoff from black-box AI. If a young patient is worsening under care guided by black-box AI the physcian will have to assume care.
@Grady_Booch @pmddomingos @yudapearl Even less compelling when the complexities of the target domains are engaged. https://t.co/ldtD34QqP8
@pmddomingos Nice article --To contrast here are a plurality of good reasons to avoid the use of black box #AI in acute care medicine. https://t.co/ldtD3581GG
RT @PIPSQC: Artificial intelligence (AI) systems for complex decision-making in acute care medicine https://t.co/KH56SutVo8 @MarkGraber @i…
RT @PIPSQC: Artificial intelligence (AI) systems for complex decision-making in acute care medicine https://t.co/KH56SutVo8 #ptsafety #pat…
Artificial intelligence (AI) systems for complex decision-making in acute care medicine https://t.co/KH56SutVo8 #ptsafety #patientsafety #meded #foamed #healthcarequality #dxerror #dxerrors #healthIT #ehealth #mhealth #healthtech #digitalhealth @bob_wacht
Artificial intelligence (AI) systems for complex decision-making in acute care medicine https://t.co/KH56SutVo8 @MarkGraber @improvedx @HardeepSinghMD @terryfairbanks @JosephCafazzo @TraceyHerlihey @HorsleyCarl @StevenShorrock @healthcarehf @ClinicalHF @M
@DrIanWeissman @cekahn @eranrad @DrGMcGinty @drsxr @judywawira @Vilavaite @CancerGeek @Emil_LeeMD @DaniaDaye @danortizmd @FalgunChokshiMD @NinaVincoffMD @DrSoGu @NBSaphierMD @clayforsberg We must not give up the rod of Asclepius. Real-time bedside transpa
@HalliePrescott @AnnalsATS @iwashyna @davidlederer @smaccteam @VA_CCMR @ATSCritCare @atscommunity @UM_IHPI Yes! Excellent. The present static threshold based dichotomization paradigm of #sepsis RCT must end. Education must now change from teaching thr
@behxyz Thanks. Will see if I can make it. Here is an review re: the actions required when a young patient is worsening under care ntegrated with box AI. These complex issues are poorly understood outside the acute care domain. https://t.co/onZWAcmhzo
RT @MedProProtector: Artificial intelligence is coming to acute care. How can hospitals, doctors, and staff prepare? https://t.co/nBbL2Hlos…
Artificial intelligence is coming to acute care. How can hospitals, doctors, and staff prepare? https://t.co/nBbL2HlosH #AI
Artificial intelligence systems for complex decision-making in acute care medicine: a review #AI #ArtificialIntelligence #InteligenciaArtificial #review https://t.co/0K7tA4HQm5
RT @PatientStormDoc: Contrast this linked medical domain based counter to the thesis favoring medical black box #AI . This is the gatheri…
@AlexJohnLondon The alternative view of #datascience & #machinelearning from the bedside of the critically ill is that blackbox #AI (as defind in this linked article) is unacceptable in acute care How would you respond to the medical domain specific
RT @machine_ml: RT @PatientStormDoc: Contrast this linked medical domain based counter to the thesis favoring medical black box #AI . Thi…
RT @PatientStormDoc: Contrast this linked medical domain based counter to the thesis favoring medical black box #AI . This is the gathering debate. Physcians, #datascience #MachineLearning and #deeplearning community and #medtwitter should engage. ht
Contrast this linked medical domain based counter to the thesis favoring medical black box #AI . This is the gathering debate. Physcians, #datascience #MachineLearning and #deeplearning community and #medtwitter should engage. https://t.co/onZWAcmhzo
@PaulBrownPhD @f2harrell "One Size Fits All" (OSFA) in this RCT context refers to a single unified set of criteria used to define a standard for a condition which is actually comprised a variable mix of diverse and hidden phenotypes. OSFA & HTE &
@tomhemmingk @EricTopol @voxdotcom @juliaoftoronto Yes, #datascience can bypass We convert the morass into a massive time series matrix. It's very powerful but EMR & threshold protocol trained docs must be retrained to take over when the patient is wo
@healthythinker @EricTopol @cuttingforstone @harari_yuval Excellent blog but what happens when the #AI is losing the game? In acute care the making of a diagnosis is not like throwing a pitch. It is more like playing a fast paced football game, where reco
RT @PatientStormDoc: @EricTopol @jimcramer @MadMoneyOnCNBC Sounds great but suppose a young patient is worsening under #AI integrated care.…
Docs rise to the challenge. Read thread. Don't let them take the rod of asclepius with the golden promise of a better life. You CAN have both if you retain control of the both the vertical and the horizontal. @SCCM @atscommunity @ATSfellows @accpchest
@EricTopol @jimcramer @MadMoneyOnCNBC Sounds great but suppose a young patient is worsening under #AI integrated care. Who intervenes to save the patient and when? Was the AI's diagnosis wrong or was it the care the AI selected? This must be addressed
@ravi_b_parikh @oziadias @AmolNavathe @mdraugelis @CjBayesian @garyweissman @k8courtright These are excellent points The issue for physicians will be trust. What happens when a patient worsens under the diagnostic guidance of AI? The physician must take
@EricTopol Excellent. When a patient is worsening under diagnostics/protocol the physician will need to take full control. This is why I present the need for full bedside computational transparency as the required standard. https://t.co/onZWAcmhzo
Artificial intelligence systems for complex decision-making in acute care medicine: a review https://t.co/IuAYo2D79v via @PatientStormDoc
@bmj_latest @EricTopol Focus of training must be directed to the #AI to physcian handoff. " The #AIHandoff " is a pivotal event which must occur when a patient is worsening under an AI driven protocol. https://t.co/onZWAcmhzo
@venkmurthy @raj_mehta @YouTube @iwashyna @VPrasadMDMPH @JeremySussman @ProfHayward They are correct. Many are overhyped but integrated AI is the future of sepsis management Link describes transparency required to allow reviewers to asses #AI & #ma
RT @PatientStormDoc: @iceman_ex @avkwong @ccpractitioner @bhca Absolutely, The greatest cognitive shift in acute care medicine since the…
@nature @NatureElectron @nresearchnews @UniofOxford @oiioxford @turinginst @SandraWachter5 @bmj_latest @nytopinion 52/ @PatientStormDoc 's take on how #AI would be changing #ICU #pedsICU from the bedside #ArtificialIntelligence https://t.co/mfwDJkHE4k
RT @PatientStormDoc: Article cites pressing need for physicians & educators to prepare now for acute care #AI Need #NIH @nih_nhlbi resourc…
RT @PatientStormDoc: @iceman_ex @avkwong @ccpractitioner @bhca Absolutely, The greatest cognitive shift in acute care medicine since the…
RT @PatientStormDoc: @iceman_ex @avkwong @ccpractitioner @bhca Absolutely, The greatest cognitive shift in acute care medicine since the…
@iceman_ex @avkwong @ccpractitioner @bhca Absolutely, The greatest cognitive shift in acute care medicine since the scientific method. Dont miss my paper which published today & shows another set of considerations re: AI, #machinelearning , and medi
RT @PatientStormDoc: Article cites pressing need for physicians & educators to prepare now for acute care #AI Need #NIH @nih_nhlbi resourc…
Article cites pressing need for physicians & educators to prepare now for acute care #AI Need #NIH @nih_nhlbi resources esp for refocused #Meded https://t.co/onZWAcmhzo @bmj_latest @ATSfellows @nejm @ATSCritCare @jama @SCCMPresident #sepsis #FOAMed