Regulation, Incentives & the Systems Driving Modern Healthcare

AI, Accountability & the Future of Doctors: Will AI Replace Doctors?

Once dismissed as Silicon Valley provocation, the question of ‘will AI replace doctors’, now feels a very real possibility. As large language models pass licensing exams and multimodal systems interpret scans at scale, the panel examines which parts of medicine are most exposed to automation and which remain deeply human. Diagnostic specialties may shift first. Clinical knowledge can be scaled. But accountability, judgment under uncertainty, communication of bad news, and ethical trade offs resist simple optimisation. So what does the future physician role look like?. Key Topics: * Vinod Khosla’s prediction that AI would eliminate doctors * AGI timelines and multimodal models * Radiology, pathology, and diagnostic automation * Why no doctor will practice without AI * Psychiatry and the limits of avatar therapy * High-stakes procedural care (intubation, intensive care) * Accountability and liability barriers * The “reward function” problem in healthcare AI * Empathy vs optimisation * Judgment, truth-telling, and delivering bad news Relevant Links and Resources: Connect with us: * Find all things Heidi at heidihealth.com [http://heidihealth.com] * Connect with Heidi on LinkedIn [https://au.linkedin.com/company/heidi] * Connect with Dr Tom Kelly on LinkedIn [https://au.linkedin.com/in/tomkeykong] * Connect with Christina Farr: * LinkedIn [http://www.linkedin.com/in/christinafarr] * Second Opinion Media website [https://secondopinion.media/] * Lifers Podcast [https://open.spotify.com/show/0A8NwQE976s32zdBbZw6bv?si=4e587f23977c41a7] * Twitter/X [https://x.com/chrissyfarr] * Instagram [https://www.instagram.com/cfarr/] * Check out Christina’s book 'The Storytellers Advantage' [https://www.amazon.com/Storytellers-Advantage-Powerful-Narratives-Businesses/dp/1541704274]. * Connect with Dr Hannah Allen on LinkedIn [https://www.linkedin.com/in/hannah-a-a27ba650/] * Connect with Dr Simon Kos on LinkedIn [https://www.linkedin.com/in/simonkos/] Resources: * Vinod Khosla 2012 prediction: https://fortune.com/2012/12/04/technology-will-replace-80-of-what-doctors-do/ [https://fortune.com/2012/12/04/technology-will-replace-80-of-what-doctors-do/] * Updated Vinod Khosla 2025 prediction that AI will replace 80% of jobs by 2030: https://fortune.com/2025/07/01/silicon-valley-investor-vinod-khosla-ai-job-prediction-interview/ [https://fortune.com/2025/07/01/silicon-valley-investor-vinod-khosla-ai-job-prediction-interview/] * AI Passing Medical Exams - ChatGPT Performance on the USMLE (PLOS Digital Health): https://journals.plos.org/digitalhealth/article?id=10.1371/journal.pdig.0000198 [https://journals.plos.org/digitalhealth/article?id=10.1371/journal.pdig.0000198] * AI for Diabetic Retinopathy & Eye Disease Detection (ScienceDirect): https://www.sciencedirect.com/science/article/pii/S2666914525002337 [https://www.sciencedirect.com/science/article/pii/S2666914525002337] * AI vs Radiologists in Imaging Interpretation (Lancet Digital Health Review): https://www.thelancet.com/journals/landig/article/PIIS2589-7500(25)00142-6/fulltext [https://www.thelancet.com/journals/landig/article/PIIS2589-7500(25)00142-6/fulltext] * Stanford AI Index Report (Annual State of AI): https://hai.stanford.edu/ai-index [https://hai.stanford.edu/ai-index] * AI Alignment & Reward Optimization (OpenAI / Technical Overview): https://openai.com/index/learning-from-human-preferences/ [https://openai.com/index/learning-from-human-preferences/]

Healthcare as Social Infrastructure: Loneliness, Prevention & the Future of Medicine

Loneliness. Housing instability. Food insecurity. Obesity. Chronic disease. Increasingly, these issues don’t land in community centres or social services, they land in GP clinics and emergency departments. What happens when medicine becomes the catch all for problems rooted in social fragmentation? From eight minute consultations that can’t possibly solve loneliness, to pharmacists becoming surrogate community anchors, to the economics of GLP-1 drugs as population-level interventions, the panel examines where the line between health and social intervention is blurring and whether healthcare was ever designed, or can continue, to carry this load. Key Topics: * Healthcare “plugging the gaps” of social collapse * Loneliness as a public health issue * Transactional, time-limited care models * Social prescribing and community activation * Food access and the “Tesco intervention” story * GLP-1s as preventative health investment * Lifelong medication and stigma * Lifestyle modification through pharmacology * AI companionship and digital social support * The rise of lifestyle medicine and neighbourhood care models Relevant Links and Resources: Connect with us: * Find all things Heidi at heidihealth.com [http://heidihealth.com] * Connect with Heidi on LinkedIn [https://au.linkedin.com/company/heidi] * Connect with Dr Tom Kelly on LinkedIn [https://au.linkedin.com/in/tomkeykong] * Connect with Christina Farr: * LinkedIn [http://www.linkedin.com/in/christinafarr] * Second Opinion Media website [https://secondopinion.media/] * Lifers Podcast [https://open.spotify.com/show/0A8NwQE976s32zdBbZw6bv?si=4e587f23977c41a7] * Twitter/X [https://x.com/chrissyfarr] * Instagram [https://www.instagram.com/cfarr/] * Check out Christina’s book 'The Storytellers Advantage' [https://www.amazon.com/Storytellers-Advantage-Powerful-Narratives-Businesses/dp/1541704274]. * Connect with Dr Hannah Allen on LinkedIn [https://www.linkedin.com/in/hannah-a-a27ba650/] * Connect with Dr Simon Kos on LinkedIn [https://www.linkedin.com/in/simonkos/] Resources: * WHO – Social Isolation and Loneliness as Public Health  Priorities: https://www.who.int/teams/social-determinants-of-health/demographic-change-and-healthy-ageing/social-isolation-and-loneliness [https://www.who.int/teams/social-determinants-of-health/demographic-change-and-healthy-ageing/social-isolation-and-loneliness] * Social Prescribing - NHS England: https://www.england.nhs.uk/personalisedcare/social-prescribing/ [https://www.england.nhs.uk/personalisedcare/social-prescribing/] * USDA Food Access Research Atlas – Food Deserts & Healthy Food Access: https://ers.usda.gov/sites/default/files/_laserfiche/publications/42711/12701_ap036b_1_.pdf [https://ers.usda.gov/sites/default/files/_laserfiche/publications/42711/12701_ap036b_1_.pdf] * How Japan Is Automating Elder Care (MIT Technology Review): https://www.technologyreview.com/2023/01/09/1065135/japan-automating-eldercare-robots/ [https://www.technologyreview.com/2023/01/09/1065135/japan-automating-eldercare-robots/] * GLP-1 Medications & Prevention - Semaglutide for Obesity (STEP Trials, NEJM): https://www.nejm.org/doi/full/10.1056/NEJMoa2032183 [https://www.nejm.org/doi/full/10.1056/NEJMoa2032183]

Trust, Medical Error & the Future of Clinical Care

Trust in healthcare has fractured between patients and clinicians, clinicians and institutions, and across society more broadly. In the wake of COVID, public health messaging, misinformation, politicisation and time poor consultations have left many patients sceptical and many clinicians defensive. Where did that erosion begin? And how it shows up today: in misdiagnosis, in eight minute consults, in ego, and in incentive structures. The panel asks whether a clinician AI partnership could help rebuild trust by extending time, improving accuracy, making evidence transparent, and shifting medicine away from paternalism toward shared understanding. Key Topics: * COVID-era public health messaging and the long tail of mistrust * Medicine as a “special club” vs. transparency in the digital age * Misdiagnosis, dismissal, and why patients feel gaslit * Medical error and the “Swiss cheese” model of harm prevention * The eight minute consult and the limits of factory style care * Asynchronous follow-up and extended time horizons in care * Ego, hierarchy, and cultural resistance to AI * Antibiotics, incentives, and the tension between doing right by the patient vs. the system * Meeting patients where they are including digital platforms Relevant Links and Resources: Connect with us: * Find all things Heidi at heidihealth.com [http://heidihealth.com] * Connect with Heidi on LinkedIn [https://au.linkedin.com/company/heidi] * Connect with Dr Tom Kelly on LinkedIn [https://au.linkedin.com/in/tomkeykong] * Connect with Christina Farr: * LinkedIn [http://www.linkedin.com/in/christinafarr] * Second Opinion Media website [https://secondopinion.media/] * Lifers Podcast [https://open.spotify.com/show/0A8NwQE976s32zdBbZw6bv?si=4e587f23977c41a7] * Twitter/X [https://x.com/chrissyfarr] * Instagram [https://www.instagram.com/cfarr/] * Check out Christina’s book 'The Storytellers Advantage' [https://www.amazon.com/Storytellers-Advantage-Powerful-Narratives-Businesses/dp/1541704274]. * Connect with Dr Hannah Allen on LinkedIn [https://www.linkedin.com/in/hannah-a-a27ba650/] * Connect with Dr Simon Kos on LinkedIn [https://www.linkedin.com/in/simonkos/] Resources: * To Err Is Human (Institute of Medicine report) - highlighting rates of medical error in the US: https://nap.nationalacademies.org/catalog/9728/to-err-is-human-building-a-safer-health-system [https://nap.nationalacademies.org/catalog/9728/to-err-is-human-building-a-safer-health-system] * Understanding the Swiss Cheese model and it’s application to patient care: https://pmc.ncbi.nlm.nih.gov/articles/PMC8514562/ [https://pmc.ncbi.nlm.nih.gov/articles/PMC8514562/] * Antibiotic/Antimicrobial Resistance: https://www.who.int/news-room/fact-sheets/detail/antimicrobial-resistance [https://www.who.int/news-room/fact-sheets/detail/antimicrobial-resistance] * Java Health Forum article on ‘Healing the Growing Gap in Physician Trust’: https://jamanetwork.com/journals/jama-health-forum/fullarticle/2843194 [https://jamanetwork.com/journals/jama-health-forum/fullarticle/2843194] * Interview on ‘Shared Decision Making — The Pinnacle of Patient-Centered Care’: https://www.nejm.org/doi/full/10.1056/NEJMp1109283 [https://www.nejm.org/doi/full/10.1056/NEJMp1109283]

Regulation, Incentives & the Systems Driving Modern Healthcare

Regulation is designed to protect patients. Incentives are designed to drive behaviour. When they misalign, the whole system distorts. What happens when 20 year approval cycles collide with startup timelines, when “wellness” blurs into medicine, and when payment models reward activity over outcomes?  Technology moves fast. Regulation and funding move slowly. The friction between the two is shaping what healthcare becomes next. Key Topics: * Regulation as trust infrastructure * 20-year pathways from innovation to reimbursement * The wellness vs medical grey zone * Fee-for-service vs value-based care * Quantity metrics vs quality outcomes * Prevention and population health * 30% healthcare waste * Whether AI lowers costs or drives them up Relevant Links and Resources: Connect with us: * Find all things Heidi at heidihealth.com [http://heidihealth.com] * Connect with Heidi on LinkedIn [https://au.linkedin.com/company/heidi] * Connect with Dr Tom Kelly on LinkedIn [https://au.linkedin.com/in/tomkeykong] * Connect with Christina Farr: * LinkedIn [http://www.linkedin.com/in/christinafarr] * Second Opinion Media website [https://secondopinion.media/] * Lifers Podcast [https://open.spotify.com/show/0A8NwQE976s32zdBbZw6bv?si=4e587f23977c41a7] * Twitter/X [https://x.com/chrissyfarr] * Instagram [https://www.instagram.com/cfarr/] * Check out Christina’s book 'The Storytellers Advantage' [https://www.amazon.com/Storytellers-Advantage-Powerful-Narratives-Businesses/dp/1541704274]. * Connect with Dr Hannah Allen on LinkedIn [https://www.linkedin.com/in/hannah-a-a27ba650/] * Connect with Dr Simon Kos on LinkedIn [https://www.linkedin.com/in/simonkos/] Resources: * Germany’s DiGA Fast-Track pathway (digital health reimbursement model): https://www.jmir.org/2024/1/e59013/ [https://www.jmir.org/2024/1/e59013/] * FDA general guidance on medical devices & wellness products: https://www.fda.gov/medical-devices [https://www.fda.gov/medical-devices] * Official NHS Quality Of Outcomes Framework general practice data: https://digital.nhs.uk/data-and-information/data-tools-and-services/data-services/general-practice-data-hub/quality-outcomes-framework-qof [https://digital.nhs.uk/data-and-information/data-tools-and-services/data-services/general-practice-data-hub/quality-outcomes-framework-qof] * New Zealand Deploys AI Scribe at a Population Level: https://www.healthcareitnews.com/news/anz/nz-deploy-ai-scribes-1000-emergency-clinicians [https://www.healthcareitnews.com/news/anz/nz-deploy-ai-scribes-1000-emergency-clinicians] * McKinsey Report on Generative AI use and uptake: https://www.mckinsey.com/industries/healthcare/our-insights/generative-ai-in-healthcare-adoption-trends-and-whats-next [https://www.mckinsey.com/industries/healthcare/our-insights/generative-ai-in-healthcare-adoption-trends-and-whats-next] * Trends in the shortfall of English NHS general practice doctors: https://www.bmj.com/content/390/bmj-2024-083978 [https://www.bmj.com/content/390/bmj-2024-083978]

Capacity Collapse: Can AI Save Modern Medicine?

Healthcare systems are operating under sustained pressure. Expanding the workforce has not translated into improved access or stability. In some regions, increasing training places has exposed deeper infrastructure gaps,like placement bottlenecks, geographic mismatches, funding constraints and outdated care models that no longer reflect the burden of modern disease. How does capacity strain show up in day to day clinical work and why doesn’t supply alone resolve demand?  The panel explores alternative models of care: task shifting to mid level providers, telemedicine beyond video visits, asynchronous pathways, AI driven follow up agents and technology enabled antenatal support. As patients increasingly seek 24/7 guidance through digital tools, the conversation turns to risk, guardrails and accountability, and how to integrate new forms of care without compounding system instability. Key Topics: * Workforce expansion and the limits of “more doctors” * Training bottlenecks and infrastructure gaps (including the UK 5,000 GP example) * Chronic disease and the limits of hospital-era care models * Asynchronous and agentic care pathways * Task redistribution across nurses, midwives, allied health and peer networks * Clinician burnout and the “leaky bucket” problem * Liability and guardrails in AI-enabled care Relevant Links and Resources: Connect with us: * Find all things Heidi at heidihealth.com [http://heidihealth.com] * Connect with Heidi on LinkedIn [https://au.linkedin.com/company/heidi] * Connect with Dr Tom Kelly on LinkedIn [https://au.linkedin.com/in/tomkeykong] * Connect with Christina Farr: * LinkedIn [http://www.linkedin.com/in/christinafarr] * Second Opinion Media website [https://secondopinion.media/] * Lifers Podcast [https://open.spotify.com/show/0A8NwQE976s32zdBbZw6bv?si=4e587f23977c41a7] * Twitter/X [https://x.com/chrissyfarr] * Instagram [https://www.instagram.com/cfarr/] * Check out Christina’s book 'The Storytellers Advantage' [https://www.amazon.com/Storytellers-Advantage-Powerful-Narratives-Businesses/dp/1541704274]. * Connect with Dr Hannah Allen on LinkedIn [https://www.linkedin.com/in/hannah-a-a27ba650/] * Connect with Dr Simon Kos on LinkedIn [https://www.linkedin.com/in/simonkos/] Resources: * NHS Workplace Expansion (5000 GP initiative): https://www.england.nhs.uk/gp/expanding-our-workforce/ [https://www.england.nhs.uk/gp/expanding-our-workforce/] * Nowhere to go: Maternity Care Deserts across the US 2024 Report: https://www.marchofdimes.org/peristats/reports/united-states/maternity-care-deserts [https://www.marchofdimes.org/peristats/reports/united-states/maternity-care-deserts] * BMA report on medical attrition & workforce pressures: https://www.bma.org.uk/media/gsmfle1o/tackling-the-cost-of-attrition-uks-health-services.pdf [https://www.bma.org.uk/media/gsmfle1o/tackling-the-cost-of-attrition-uks-health-services.pdf] * The state of medical education and practice in the UK Workplace experiences 2025 (GMC UK): https://www.gmc-uk.org/cdn/documents/somep-workplace-experiences-report-2025-full-report_pdf-111877911.pdf [https://www.gmc-uk.org/cdn/documents/somep-workplace-experiences-report-2025-full-report_pdf-111877911.pdf]