Using Artificial Intelligence and Novel Polynomials to Predict Subjective Refraction.

Abstract:

:This work aimed to use artificial intelligence to predict subjective refraction from wavefront aberrometry data processed with a novel polynomial decomposition basis. Subjective refraction was converted to power vectors (M, J0, J45). Three gradient boosted trees (XGBoost) algorithms were trained to predict each power vector using data from 3729 eyes. The model was validated by predicting subjective refraction power vectors of 350 other eyes, unknown to the model. The machine learning models were significantly better than the paraxial matching method for producing a spectacle correction, resulting in a mean absolute error of 0.301 ± 0.252 Diopters (D) for the M vector, 0.120 ± 0.094 D for the J0 vector and 0.094 ± 0.084 D for the J45 vector. Our results suggest that subjective refraction can be accurately and precisely predicted from novel polynomial wavefront data using machine learning algorithms. We anticipate that the combination of machine learning and aberrometry based on this novel wavefront decomposition basis will aid the development of refined algorithms which could become a new gold standard to predict refraction objectively.

journal_name

Sci Rep

journal_title

Scientific reports

authors

Rampat R,Debellemanière G,Malet J,Gatinel D

doi

10.1038/s41598-020-65417-y

subject

Has Abstract

pub_date

2020-05-22 00:00:00

pages

8565

issue

1

issn

2045-2322

pii

10.1038/s41598-020-65417-y

journal_volume

10

pub_type

杂志文章
  • Mutations in blind cavefish target the light-regulated circadian clock gene, period 2.

    abstract::Light represents the principal signal driving circadian clock entrainment. However, how light influences the evolution of the clock remains poorly understood. The cavefish Phreatichthys andruzzii represents a fascinating model to explore how evolution under extreme aphotic conditions shapes the circadian clock, since ...

    journal_title:Scientific reports

    pub_type: 杂志文章

    doi:10.1038/s41598-018-27080-2

    authors: Ceinos RM,Frigato E,Pagano C,Fröhlich N,Negrini P,Cavallari N,Vallone D,Fuselli S,Bertolucci C,Foulkes NS

    更新日期:2018-06-08 00:00:00

  • Enhancing Specific Energy and Power in Asymmetric Supercapacitors - A Synergetic Strategy based on the Use of Redox Additive Electrolytes.

    abstract::The strategy of using redox additive electrolyte in combination with multiwall carbon nanotubes/metal oxide composites leads to a substantial improvements in the specific energy and power of asymmetric supercapacitors (ASCs). When the pure electrolyte is optimally modified with a redox additive viz., KI, ~105% increas...

    journal_title:Scientific reports

    pub_type: 杂志文章

    doi:10.1038/srep25793

    authors: Singh A,Chandra A

    更新日期:2016-05-17 00:00:00

  • Experimental Realization of a Quantum Pentagonal Lattice.

    abstract::Geometric frustration, in which competing interactions give rise to degenerate ground states, potentially induces various exotic quantum phenomena in magnetic materials. Minimal models comprising triangular units, such as triangular and Kagome lattices, have been investigated for decades to realize novel quantum phase...

    journal_title:Scientific reports

    pub_type: 杂志文章

    doi:10.1038/srep15327

    authors: Yamaguchi H,Okubo T,Kittaka S,Sakakibara T,Araki K,Iwase K,Amaya N,Ono T,Hosokoshi Y

    更新日期:2015-10-15 00:00:00

  • Identifiability of structural networks of nonlinear electronic oscillators.

    abstract::The interplay between structure and function is critical in the understanding of complex systems, their dynamics and their behavior. We investigated the interplay between structural and functional networks by means of the differential identifiability framework, which here quantifies the ability of identifying a partic...

    journal_title:Scientific reports

    pub_type: 杂志文章

    doi:10.1038/s41598-020-71373-4

    authors: Vera-Ávila VP,Sevilla-Escoboza R,Goñi J,Rivera-Durón RR,Buldú JM

    更新日期:2020-09-04 00:00:00

  • Adolescent dental arch development among Southern Chinese in Hong Kong: a geometric morphometric approach.

    abstract::This study aimed to investigate changes in types of dental arch form during adolescence and explore adolescent changes in size and form of dental arch. Hong Kong Chinese were recruited and digital dental arch models were obtained at ages 12, 15, and 18 years. Geometric morphometrics was used to investigate adolescent ...

    journal_title:Scientific reports

    pub_type: 杂志文章

    doi:10.1038/s41598-019-55073-2

    authors: Wen YF,Wong HM,Pei T,McGrath C

    更新日期:2019-12-06 00:00:00

  • Proteomics Profiling Reveals Carbohydrate Metabolic Enzymes and 14-3-3 Proteins Play Important Roles for Starch Accumulation during Cassava Root Tuberization.

    abstract::Cassava is one of the most important root crops as a reliable source of food and carbohydrates. Carbohydrate metabolism and starch accumulation in cassava storage root is a cascade process that includes large amounts of proteins and cofactors. Here, comparative proteomics were conducted in cassava root at nine develop...

    journal_title:Scientific reports

    pub_type: 杂志文章

    doi:10.1038/srep19643

    authors: Wang X,Chang L,Tong Z,Wang D,Yin Q,Wang D,Jin X,Yang Q,Wang L,Sun Y,Huang Q,Guo A,Peng M

    更新日期:2016-01-21 00:00:00

  • Deletion of hematopoietic Dectin-2 or CARD9 does not protect against atherosclerotic plaque formation in hyperlipidemic mice.

    abstract::Inflammatory reactions activated by pattern recognition receptors (PRRs) on the membrane of innate immune cells play an important role in atherosclerosis. Whether the PRRs of the C-type lectin receptor (CLR) family including Dectin-2 may be involved in the pathogenesis of atherosclerosis remains largely unknown. Recen...

    journal_title:Scientific reports

    pub_type: 杂志文章

    doi:10.1038/s41598-019-40663-x

    authors: Thiem K,Hoeke G,van den Berg S,Hijmans A,Jacobs CWM,Zhou E,Mol IM,Mouktaroudi M,Bussink J,Kanneganti TD,Lutgens E,Stienstra R,Tack CJ,Netea MG,Rensen PCN,Berbée JFP,van Diepen JA

    更新日期:2019-03-13 00:00:00

  • The development of spontaneous facial responses to others' emotions in infancy: An EMG study.

    abstract::Viewing facial expressions often evokes facial responses in the observer. These spontaneous facial reactions (SFRs) are believed to play an important role for social interactions. However, their developmental trajectory and the underlying neurocognitive mechanisms are still little understood. In the current study, 4- ...

    journal_title:Scientific reports

    pub_type: 杂志文章

    doi:10.1038/s41598-017-17556-y

    authors: Kaiser J,Crespo-Llado MM,Turati C,Geangu E

    更新日期:2017-12-13 00:00:00

  • A microfluidic device for measuring cell migration towards substrate-bound and soluble chemokine gradients.

    abstract::Cellular locomotion is a central hallmark of eukaryotic life. It is governed by cell-extrinsic molecular factors, which can either emerge in the soluble phase or as immobilized, often adhesive ligands. To encode for direction, every cue must be present as a spatial or temporal gradient. Here, we developed a microfluid...

    journal_title:Scientific reports

    pub_type: 杂志文章

    doi:10.1038/srep36440

    authors: Schwarz J,Bierbaum V,Merrin J,Frank T,Hauschild R,Bollenbach T,Tay S,Sixt M,Mehling M

    更新日期:2016-11-07 00:00:00

  • Evidence of CD40L/CD40 pathway involvement in experimental transfusion-related acute lung injury.

    abstract::Platelet transfusions can cause adverse reactions in their recipients, including transfusion-related acute lung injury (TRALI). The pathophysiology of TRALI depends on a number of signaling pathways and the inflammatory role played by blood platelets remains controversial. Platelets are important in inflammation, part...

    journal_title:Scientific reports

    pub_type: 杂志文章

    doi:10.1038/s41598-019-49040-0

    authors: Tariket S,Hamzeh-Cognasse H,Laradi S,Arthaud CA,Eyraud MA,Bourlet T,Berthelot P,Garraud O,Cognasse F

    更新日期:2019-08-29 00:00:00

  • Lack of vimentin impairs endothelial differentiation of embryonic stem cells.

    abstract::The cytoskeletal filament vimentin is inherent to the endothelial phenotype and is critical for the proper function of endothelial cells in adult mice. It is unclear, however, if the presence of vimentin is necessary during differentiation to the endothelial phenotype. Here we evaluated gene and protein expression of ...

    journal_title:Scientific reports

    pub_type: 杂志文章

    doi:10.1038/srep30814

    authors: Boraas LC,Ahsan T

    更新日期:2016-08-02 00:00:00

  • Neural predictors of cognitive improvement by multi-strategic memory training based on metamemory in older adults with subjective memory complaints.

    abstract::Previous studies have indicated that memory training may help older people improve cognition. However, evidence regarding who will benefit from such memory trainings has not been fully discovered yet. Understanding the clinical and neural inter-individual differences for predicting cognitive improvement is important f...

    journal_title:Scientific reports

    pub_type: 杂志文章

    doi:10.1038/s41598-018-19390-2

    authors: Park S,Ryu SH,Yoo Y,Yang JJ,Kwon H,Youn JH,Lee JM,Cho SJ,Lee JY

    更新日期:2018-01-18 00:00:00

  • MicroRNA-214 targets PTK6 to inhibit tumorigenic potential and increase drug sensitivity of prostate cancer cells.

    abstract::Prostate cancer is the most commonly diagnosed cancer in men with African American men disproportionally suffering from the burden of this disease. Biomarkers that could discriminate indolent from aggressive and drug resistance disease are lacking. MicroRNAs are small non-coding RNAs that affect numerous physiological...

    journal_title:Scientific reports

    pub_type: 杂志文章

    doi:10.1038/s41598-019-46170-3

    authors: Cagle P,Niture S,Srivastava A,Ramalinga M,Aqeel R,Rios-Colon L,Chimeh U,Suy S,Collins SP,Dahiya R,Kumar D

    更新日期:2019-07-05 00:00:00

  • The arrangement of lateral veins along the midvein of leaves is not related to leaf phyllotaxis.

    abstract::Positions of leaves along a stem usually adhere to a genetically determined, species-specific pattern known as a leaf phyllotaxis. We investigated whether the arrangement of lateral secondary veins along primary midveins adhered to a species-specific pattern that resembled an alternate or opposite phyllotaxis. We anal...

    journal_title:Scientific reports

    pub_type: 杂志文章

    doi:10.1038/s41598-018-34772-2

    authors: Koyama K,Masuda T

    更新日期:2018-11-06 00:00:00

  • Global Sequestration Potential of Increased Organic Carbon in Cropland Soils.

    abstract::The role of soil organic carbon in global carbon cycles is receiving increasing attention both as a potentially large and uncertain source of CO2 emissions in response to predicted global temperature rises, and as a natural sink for carbon able to reduce atmospheric CO2. There is general agreement that the technical p...

    journal_title:Scientific reports

    pub_type: 杂志文章

    doi:10.1038/s41598-017-15794-8

    authors: Zomer RJ,Bossio DA,Sommer R,Verchot LV

    更新日期:2017-11-14 00:00:00

  • Different prognostic value of circulating and disseminated tumor cells in primary breast cancer: Influence of bisphosphonate intake?

    abstract::Disseminated tumor cells (DTCs) in the bone marrow (BM) and circulating tumor cells (CTCs) in blood of breast cancer patients (pts) are known to correlate with worse outcome. Here we demonstrate a different prognostic value of DTCs and CTCs and explain these findings by early clodronate intake. CTCs (n = 376 pts) were...

    journal_title:Scientific reports

    pub_type: 杂志文章

    doi:10.1038/srep26355

    authors: Kasimir-Bauer S,Reiter K,Aktas B,Bittner AK,Weber S,Keller T,Kimmig R,Hoffmann O

    更新日期:2016-05-23 00:00:00

  • Conditioned place preference reveals ongoing pain in calves 3 weeks after disbudding.

    abstract::Hot-iron disbudding, a routine procedure that prevents horn bud growth through cauterization, is painful for calves. The resulting burns remain sensitive to touch for weeks, but it is unknown whether calves experience ongoing, non-evoked pain. We evaluated conditioned place preference for analgesia in 44 calves disbud...

    journal_title:Scientific reports

    pub_type: 杂志文章

    doi:10.1038/s41598-020-60260-7

    authors: Adcock SJJ,Tucker CB

    更新日期:2020-03-02 00:00:00

  • Expression regulation of myo-inositol 3-phosphate synthase 1 (INO1) in determination of phytic acid accumulation in rice grain.

    abstract::Phytic acid (PA) is the primary phosphorus (P) storage compound in the seeds of cereals and legumes. Low PA crops, which are considered an effective way to improve grain nutrient availability and combat environmental issues relating to seed P have been developed using mutational and reverse genetics approaches. Here, ...

    journal_title:Scientific reports

    pub_type: 杂志文章

    doi:10.1038/s41598-019-51485-2

    authors: Perera I,Fukushima A,Akabane T,Horiguchi G,Seneweera S,Hirotsu N

    更新日期:2019-10-16 00:00:00

  • Bismuthoxyiodide nanoflakes/titania nanotubes arrayed p-n heterojunction and its application for photoelectrochemical bioanalysis.

    abstract::We have developed sensitive detection of cancer biomarker vascular endothelial growth factor (VEGF) using the p-n heterojunction comprised of p-type BiOI nanoflakes (NFs) array and n-type TiO2 nanotubes (NTs) array. Due to the unique arrayed structure and the synergy effect of photoelectrochemistry in the formed p-n j...

    journal_title:Scientific reports

    pub_type: 杂志文章

    doi:10.1038/srep04426

    authors: Zhao WW,Liu Z,Shan S,Zhang WW,Wang J,Ma ZY,Xu JJ,Chen HY

    更新日期:2014-03-21 00:00:00

  • Predictive value of suvmax changes between two sequential post-therapeutic FDG-pet in head and neck squamous cell carcinomas.

    abstract::18-flurodesoxyglucose position emission tomography (FDG-PET) with computed tomography (CT) or magnetic resonance imaging (MRI) is a broadly accepted tool for pretherapeutic staging and post-therapeutic assessment of response. The prognostic value of sequential post-therapeutic FDG-PETs and the impact of change in meta...

    journal_title:Scientific reports

    pub_type: 杂志文章

    doi:10.1038/s41598-020-73914-3

    authors: Stadler TM,Hüllner MW,Broglie MA,Morand GB

    更新日期:2020-10-07 00:00:00

  • Skin Carotenoid Index in a large Japanese population sample.

    abstract::Carotenoids are anti-oxidative agents. Human skin and eyes contain specific carotenoid species known to prevent various pathologies caused by oxidative stress. We quantified skin and eye carotenoid levels and investigated their potential correlation in a population including 985 Japanese patients and staff members of ...

    journal_title:Scientific reports

    pub_type: 杂志文章

    doi:10.1038/s41598-019-45751-6

    authors: Obana A,Gohto Y,Gellermann W,Ermakov IV,Sasano H,Seto T,Bernstein PS

    更新日期:2019-06-27 00:00:00

  • Organ-specific transcriptome profiling of metabolic and pigment biosynthesis pathways in the floral ornamental progenitor species Anthurium amnicola Dressler.

    abstract::Anthurium amnicola Dressler possesses a number of desirable and novel ornamental traits such as a purple-colored upright spathe, profuse flowering, and floral scent, some of which have been introgressed into modern Anthurium cultivars. As a first step in identifying genes associated with these traits, the transcriptom...

    journal_title:Scientific reports

    pub_type: 杂志文章

    doi:10.1038/s41598-017-00808-2

    authors: Suzuki JY,Amore TD,Calla B,Palmer NA,Scully ED,Sattler SE,Sarath G,Lichty JS,Myers RY,Keith LM,Matsumoto TK,Geib SM

    更新日期:2017-05-04 00:00:00

  • Low factor XIII levels after intravenous thrombolysis predict short-term mortality in ischemic stroke patients.

    abstract::In this observational study we investigated whether levels of factor XIII (FXIII) and its major polymorphisms affect the outcome of thrombolysis by recombinant tissue plasminogen activator (rtPA) in acute ischemic stroke (AIS) patients. Study cohort included 132 consecutive AIS patients undergoing i.v. thrombolysis wi...

    journal_title:Scientific reports

    pub_type: 杂志文章

    doi:10.1038/s41598-018-26025-z

    authors: Székely EG,Czuriga-Kovács KR,Bereczky Z,Katona É,Mezei ZA,Nagy A,Tóth NK,Berényi E,Muszbek L,Csiba L,Bagoly Z

    更新日期:2018-05-16 00:00:00

  • Exploration of the role of the virulence factor ElrA during Enterococcus faecalis cell infection.

    abstract::Enterococcus faecalis, an organism generally not pathogenic for healthy humans, has the potential to cause disease in susceptible hosts. While it seems to be equipped to interact with and circumvent host immune defense, most of the molecular and cellular mechanisms underlying the enterococcal infectious process remain...

    journal_title:Scientific reports

    pub_type: 杂志文章

    doi:10.1038/s41598-018-20206-6

    authors: Nunez N,Derré-Bobillot A,Gaubert S,Herry JM,Deschamps J,Wei Y,Baranek T,Si-Tahar M,Briandet R,Serror P,Archambaud C

    更新日期:2018-01-29 00:00:00

  • Global metabolomics reveals potential urinary biomarkers of esophageal squamous cell carcinoma for diagnosis and staging.

    abstract::We performed a metabolomics study using liquid chromatography-mass spectrometry (LC-MS) combined with multivariate data analysis (MVDA) to discriminate global urine profiles in urine samples from esophageal squamous cell carcinoma (ESCC) patients and healthy controls (NC). Our work evaluated the feasibility of employi...

    journal_title:Scientific reports

    pub_type: 杂志文章

    doi:10.1038/srep35010

    authors: Xu J,Chen Y,Zhang R,He J,Song Y,Wang J,Wang H,Wang L,Zhan Q,Abliz Z

    更新日期:2016-10-11 00:00:00

  • Topological insulator bismuth selenide as a theranostic platform for simultaneous cancer imaging and therapy.

    abstract::Employing theranostic nanoparticles, which combine both therapeutic and diagnostic capabilities in one dose, has promise to propel the biomedical field toward personalized medicine. Here we investigate the theranostic properties of topological insulator bismuth selenide (Bi2Se3) in in vivo and in vitro system for the ...

    journal_title:Scientific reports

    pub_type: 杂志文章

    doi:10.1038/srep01998

    authors: Li J,Jiang F,Yang B,Song XR,Liu Y,Yang HH,Cao DR,Shi WR,Chen GN

    更新日期:2013-01-01 00:00:00

  • Autophagy is required for proper meiosis of porcine oocytes maturing in vitro.

    abstract::Autophagy is an essential cellular mechanism that degrades cytoplasmic proteins and organelles to recycle their components; however, the contribution of autophagy during meiosis has not been studied in porcine oocytes maturing in vitro. In this study, we observed that the autophagy-related gene, LC3, was expressed in ...

    journal_title:Scientific reports

    pub_type: 杂志文章

    doi:10.1038/s41598-018-29872-y

    authors: Shen XH,Jin YX,Liang S,Kwon JW,Zhu JW,Lei L,Kim NH

    更新日期:2018-08-22 00:00:00

  • Defeating Bacterial Resistance and Preventing Mammalian Cells Toxicity Through Rational Design of Antibiotic-Functionalized Nanoparticles.

    abstract::The rational synthesis of alternative materials is highly demanding due to the outbreak of infectious diseases and resistance to antibiotics. Herein, we report a tailored nanoantibiotic synthesis protocol where the antibiotic binding was optimized on the silver-silica core-shell nanoparticles surface to maximize biolo...

    journal_title:Scientific reports

    pub_type: 杂志文章

    doi:10.1038/s41598-017-01209-1

    authors: de Oliveira JFA,Saito Â,Bido AT,Kobarg J,Stassen HK,Cardoso MB

    更新日期:2017-05-02 00:00:00

  • Cooperation and Competition among information on social networks.

    abstract::When multiple information are spread on social networks, there may be Cooperation and Competition among these information. Based on a new spreading model of multiple information, we studied Cooperation and Competition in information spreading, and analyzed the influence of different factors on Cooperation and Competit...

    journal_title:Scientific reports

    pub_type: 杂志文章

    doi:10.1038/s41598-020-69098-5

    authors: Zhu Z,Gao C,Zhang Y,Li H,Xu J,Zan Y,Li Z

    更新日期:2020-07-22 00:00:00

  • Abnormalities of plasma cytokines and spleen in senile APP/PS1/Tau transgenic mouse model.

    abstract::The blood-based diagnosis has a potential to provide an alternative approach for easy diagnosis of Alzheimer's disease (AD) with less invasiveness and low-cost. However, present blood-based AD diagnosis mainly focuses on measuring the plasma Aβ level because no other biomarkers are found to possess evident transport m...

    journal_title:Scientific reports

    pub_type: 杂志文章

    doi:10.1038/srep15703

    authors: Yang SH,Kim J,Lee MJ,Kim Y

    更新日期:2015-10-27 00:00:00