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Record W4309436542 · doi:10.1016/s2542-5196(22)00256-x

The counterintuitive role of efficiency: implications for the ecological impact of health care

2022· article· en· W4309436542 on OpenAlexaffabout
Colin Sue‐Chue‐Lam, Elizabeth Shove, Edward Xie

Bibliographic record

VenueThe Lancet Planetary Health · 2022
Typearticle
Languageen
FieldEnvironmental Science
TopicClimate Change and Health Impacts
Canadian institutionsUniversity of Toronto
FundersEngineering and Physical Sciences Research Council
KeywordsCounterintuitiveEcologyHealth careEnvironmental resource managementEconomicsBiologyEconomic growth

Abstract

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Health systems must decarbonise and, in rich nations, degrow their overall ecological impact if they are to operate within ecological limits.1Sherman JD Thiel C MacNeill A et al.The green print: advancement of environmental sustainability in healthcare.Resour Conserv Recycling. 2020; 161: 104882Crossref Scopus (53) Google Scholar, 2Hickel J O'Neill DW Fanning AL Zoomkawala H National responsibility for ecological breakdown: a fair-shares assessment of resource use, 1970–2017.Lancet Planet Health. 2022; 6: e342-e349Summary Full Text Full Text PDF PubMed Scopus (9) Google Scholar This imperative has inspired a range of policies and practices for sustainable health care, including those focused on efficiency, defined here as measures that seek to deliver an equivalent service using fewer inputs.1Sherman JD Thiel C MacNeill A et al.The green print: advancement of environmental sustainability in healthcare.Resour Conserv Recycling. 2020; 161: 104882Crossref Scopus (53) Google Scholar In health care, as in other sectors, efficiency measures are attractive for several reasons: they appear to avoid tradeoffs between the interests of patients, the environment, and health system funders; their benefits can be quantified in formats familiar to decision makers; an they are premised on providing the same care that people have come to expect.3Shove E What is wrong with energy efficiency?.Build Res Inform. 2018; 46: 779-789Crossref Scopus (152) Google Scholar In short, efficiency is seemingly objective and apolitical.4Berman E Thinking like an economist: how efficiency replaced equality in U.S. public policy. Princeton University Press, Princeton, NJ2022Google Scholar However, as critics note, efficiency measures alone cannot produce sustainable health systems. Other efforts are necessary, including those to eliminate care that is inappropriate or of little benefit to patients and to shift approaches from curative to preventive.1Sherman JD Thiel C MacNeill A et al.The green print: advancement of environmental sustainability in healthcare.Resour Conserv Recycling. 2020; 161: 104882Crossref Scopus (53) Google Scholar In this Comment, we expand on these criticisms, arguing that efficiency measures can directly, but unintentionally, contribute to growing ecological harms by entrenching what are ultimately unsustainable practices.3Shove E What is wrong with energy efficiency?.Build Res Inform. 2018; 46: 779-789Crossref Scopus (152) Google Scholar A first observation is that increasing efficiency generally depends on delivering the same service with fewer inputs.3Shove E What is wrong with energy efficiency?.Build Res Inform. 2018; 46: 779-789Crossref Scopus (152) Google Scholar For example, one manufacturer of robotic surgery technology reports that efficiency measures saved 996·37 metric tons of greenhouse gases in 2021.5IntuitiveSustainability report 2021. January, 2022.https://www.intuitive.com/en-us/-/media/ISI/Intuitive/Pdf/2021-intuitive-sustainability-report.pdfGoogle Scholar This efficiency claim takes the current scale of robotic surgery as given and compares a world with efficiency measures against a counterfactual without them. But how can we understand such avoided emissions in the context of evidence that, for some procedures, a robotic approach incurs a 5-times increase in embodied energy and a 2·5-times increase in emissions compared with non-robotic approaches?3Shove E What is wrong with energy efficiency?.Build Res Inform. 2018; 46: 779-789Crossref Scopus (152) Google Scholar, 6Thiel CL Eckelman M Guido R et al.Environmental impacts of surgical procedures: life cycle assessment of hysterectomy in the United States.Environ Sci Technol. 2015; 49: 1779-1786Crossref PubMed Scopus (133) Google Scholar Our intent is not to point out so-called greenwashing; indeed, any efficiency calculation must necessarily draw boundaries around the system in question. The problem is that these analytical boundaries, which are deliberately chosen yet largely invisible to observers, can exclude more ecologically sound practices because they do not provide exactly equivalent levels of service.3Shove E What is wrong with energy efficiency?.Build Res Inform. 2018; 46: 779-789Crossref Scopus (152) Google Scholar Moreover, despite the appeal of quantification, the efficiency approach inevitably highlights only some characteristics (eg, greenhouse gas emissions) while obscuring more complex and unquantified considerations, such as the loss of open and laparoscopic surgical skills. The problems that arise when meanings of service and expectations of demand are taken for granted can also be observed in pharmaceuticals. Examining the production of morphine, McAlister and colleagues7McAlister S Ou Y Neff E et al.The environmental footprint of morphine: a life cycle assessment from opium poppy farming to the packaged drug.BMJ Open. 2016; 6: e013302Crossref PubMed Scopus (28) Google Scholar found that the lifecycle impact of producing 100 mg of morphine sulfate was 204 g of CO2 equivalent, with efficiency gains to be made especially in packaging.7McAlister S Ou Y Neff E et al.The environmental footprint of morphine: a life cycle assessment from opium poppy farming to the packaged drug.BMJ Open. 2016; 6: e013302Crossref PubMed Scopus (28) Google Scholar Although rigorous, their discussion reproduces the limitations of the efficiency approach: broad changes are imagined for pharmaceutical manufacturing, but the roles of patients who receive the drugs, providers who prescribe them, and broader structural forces in constituting demand are rendered invisible. Looking more closely at morphine demand, we observe that, in a study of patients with femur fractures, two (8%) of 25 Vietnamese patients reported receiving too little analgesia compared with 20 (80%) of 25 US patients, even though Vietnamese patients received a thirtieth of the amount of morphine equivalents given to US patients on average.8Carragee EJ Vittum D Truong TP Burton D Pain control and cultural norms and expectations after closed femoral shaft fractures.Am J Orthop. 1999; 28: 97-102PubMed Google Scholar These data raise questions about the needs being met by analgesia in this context (eg, rapid return to work to meet financial obligations) and the potential for lower-carbon, non-pharmaceutical methods of meeting those needs (eg, paid medical leave). We do not oppose surgical innovation or the use of opioids in general, and our arguments are not a call to simply reduce use before reusing or recycling. We are mindful that opioids and safe surgery are, in any case, unavailable for the global majority.9Meara JG Leather AJM Hagander L et al.Global Surgery 2030: evidence and solutions for achieving health, welfare, and economic development.Lancet. 2015; 386: 569-624Summary Full Text Full Text PDF PubMed Scopus (1770) Google Scholar, 10Knaul FM Farmer PE Krakauer EL et al.Alleviating the access abyss in palliative care and pain relief—an imperative of universal health coverage: the Lancet Commission report.Lancet. 2018; 391: 1391-1454Summary Full Text Full Text PDF PubMed Scopus (488) Google Scholar Instead, and as our examples suggest, the more fundamental problem is that a headlong pursuit of efficiency can promote forms and levels of service that are unsustainable no matter how efficiently they are delivered. This approach conceals alternative possibilities for more ecologically sound practices and, ultimately, is counterproductive to sustainability.3Shove E What is wrong with energy efficiency?.Build Res Inform. 2018; 46: 779-789Crossref Scopus (152) Google Scholar The current unsustainable state of health systems is the sum of political choices about how health and different kinds of health care are valued. Efficiency measures preserve current ways of valuing health and health care by marginalising sustainable alternative practices. Yet, building sustainable health-care systems requires making new political choices that value health and health care in ways compatible with planetary thriving. Engaging with these politics would require facing contested questions about who benefits from incremental improvements to highly resource-intensive care and the kinds of care that are ecologically compatible with delivering high-quality health care for all. Resolving these types of challenges would require a shift in thinking about sustainable health care and novel interdisciplinary collaborations across the natural sciences, social sciences, and humanities. By embracing such collaborations and taking a critical perspective on efficiency, we have the potential to make great advances in our understanding of the history and meaning of health-care needs and the changes to services and structures that could bring health care within ecologically safe limits. EX was employed as a faculty co-lead of climate change and health in the Department of Family and Community Medicine at the University of Toronto. All other authors declare no competing interests. We thank Andrea MacNeill and Fiona Miller for their insightful and constructive comments on an earlier version of this Comment.

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How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.587
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0020.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.065
GPT teacher head0.362
Teacher spread0.297 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

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Citations3
Published2022
Admission routes2
Has abstractyes

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