Aid decision algorithms to estimate the risk in congenital heart surgery

Background and objective: In this paper, we have tested the suitability of using different artificial intelligence-based algorithms for decision support when classifying the risk of congenital heart surgery. In this sense, classification of those surgical risks provides enormous benefits as the a priori estimation of surgical outcomes depending on either the type of disease or the type of repair, and other elements that influence the final result. This preventive estimation may help to avoid future complications, or even death. Methods: We have evaluated four machine learning algorithms to achieve our objective: multilayer perceptron, self-organizing map, radial basis function networks and decision trees. The architectures implemented have the aim of classifying among three types of surgical risk: low complexity, medium complexity and high complexity. Results: Accuracy outcomes achieved range between 80% and 99%, being the multilayer perceptron method the one that offered a higher hit ratio. Conclusions: According to the results, it is feasible to develop a clinical decision support system using the evaluated algorithms. Such system would help cardiology specialists, paediatricians and surgeons to forecast the level of risk related to a congenital heart disease surgery.

Methods and algorithms for video-based multi-point frequency measuring and mapping

Software for video-based multi-point frequency measuring and mapping: http://hdl.handle.net/10045/53429

Returns of Steward Jonathan Hastings, 1779

Returns dated May 11, 1779, June 1, 1779, July 2, 1779, August 30, 1779, September 6, 1779, October 2, 1779, October 15, 1779, November 12, 1779, and November 24, 1779.

Draft of the bond for Steward Jonathan Hastings. 1753 January 15

Mutilated draft of a bond of Steward Jonathan Hastings and Robert Sharp of Brooklyn, Mass. to the President and Fellows of Harvard College for 1,000 pounds.

Algercum munita metropolis Regni Algeriani : in littore Africano Barbariæ in monte declivi Amphitheatri instar quadrata forma extructa, cum portu Commodissimo Sedes est Bassæ Turcici et ob piraticam per orbem famosissima =: Algier die Befestigte Haupt-Statt des Königr. Algier, Auf die Africanischen Küsten in der Barbarey auf einem abhängigen Berg wie ein Amphiteatrum in gevierten form gebauet samt dem bequemen hasen. Ift die Residenz des Türkischen Bassa u: wegen ihrer Secrauberey Welt berussen

cura et sumptibus Matth. Seutteri.

Efficient algorithms for solving systems of ordinary differential equations for ecosystems modeling /

Mode of access: Internet.

The Metropolis Local Management Acts : to which is added an appendix containing other statutes relating to the powers and duties of the Metropolitan Board of Works, Vestries ... with table of cases, notes, and index /

Mode of access: Internet.

An evaluation of existing incident detection algorithms.

Texas Department of Transportation, Austin

Research on vehicle-based driver status/performance monitoring; development, validation, and refinement of algorithms for detection of driver drowsiness.

National Highway Traffic Safety Administration, Washington, D.C.

Handheld calculator algorithms for coastal engineering : report 3 /

"Prepared for Office, Chief of Engineers, U.S. Army."

Handheld calculator algorithms for coastal engineering.

Report 1 of this report is issued as Coastal Engineering Research Center, Coastal engineering technical aid no. 82-1; Report 2 is issued as Coastal engineering technical aid no. 82-4.

Shepp's New York City illustrated : scene and story in the metropolis of the Western world : how two million people live and die, work and play, eat and sleep, govern themselves and break the laws, win fortunes and lose them, and so build and maintain the New York of to-day /cJames W. Shepp and Daniel B. Shepp ...

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