<> "The repository administrator has not yet configured an RDF license."^^ . <> . . . "Fingerprints as Predictors of Schizophrenia: A Deep Learning Study"^^ . "Background and Hypothesis\nThe existing developmental bond between fingerprint generation and growth of the central nervous system points to a potential use of fingerprints as risk markers in schizophrenia. However, the high complexity of fingerprints geometrical patterns may require flexible algorithms capable of characterizing such complexity.\n\nStudy Design\nBased on an initial sample of scanned fingerprints from 612 patients with a diagnosis of non-affective psychosis and 844 healthy subjects, we have built deep learning classification algorithms based on convolutional neural networks. Previously, the general architecture of the network was chosen from exploratory fittings carried out with an independent fingerprint dataset from the National Institute of Standards and Technology. The network architecture was then applied for building classification algorithms (patients vs controls) based on single fingers and multi-input models. Unbiased estimates of classification accuracy were obtained by applying a 5-fold cross-validation scheme.\n\nStudy Results\nThe highest level of accuracy from networks based on single fingers was achieved by the right thumb network (weighted validation accuracy = 68%), while the highest accuracy from the multi-input models was attained by the model that simultaneously used images from the left thumb, index and middle fingers (weighted validation accuracy = 70%).\n\nConclusion\nAlthough fitted models were based on data from patients with a well established diagnosis, since fingerprints remain lifelong stable after birth, our results imply that fingerprints may be applied as early predictors of psychosis. Specially, if they are used in high prevalence subpopulations such as those of individuals at high risk for psychosis."^^ . "2022" . . . . "Schizophrenia Bulletin"^^ . . . "05867614" . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . "Paula"^^ . "Muñoz Hermoso"^^ . "Paula Muñoz Hermoso"^^ . . "Carlos"^^ . "Martín-Lorenzo"^^ . "Carlos Martín-Lorenzo"^^ . . "Eva"^^ . "María Castells Bescos"^^ . "Eva María Castells Bescos"^^ . . "Paula"^^ . "Sevillano De La Fuente"^^ . "Paula Sevillano De La Fuente"^^ . . "Zoila"^^ . "Rios-Alvarado"^^ . "Zoila Rios-Alvarado"^^ . . "Ana"^^ . "Domínguez Panchón"^^ . "Ana Domínguez Panchón"^^ . . "José"^^ . "Antonio Larraz-Romeo"^^ . "José Antonio Larraz-Romeo"^^ . . "María Ángeles"^^ . "García-León"^^ . "María Ángeles García-León"^^ . . "Alfredo"^^ . "Felices de la Fuente"^^ . "Alfredo Felices de la Fuente"^^ . . "Mar"^^ . "Fatjó-Vilas Mestre"^^ . "Mar Fatjó-Vilas Mestre"^^ . . "Maria"^^ . "Guardiola-Ripoll"^^ . "Maria Guardiola-Ripoll"^^ . . "José"^^ . "Vicente Jauregui Berecibar"^^ . "José Vicente Jauregui Berecibar"^^ . . "Emilio"^^ . "Negro-González"^^ . "Emilio Negro-González"^^ . . "Carmen"^^ . "Corte-Souto"^^ . "Carmen Corte-Souto"^^ . . "Jose"^^ . "Maria Santiago-Bautista"^^ . "Jose Maria Santiago-Bautista"^^ . . "Jesús"^^ . "Larrubia-Romero"^^ . "Jesús Larrubia-Romero"^^ . . "Salvador"^^ . "Sarró"^^ . "Salvador Sarró"^^ . . "Izascun"^^ . "Arrece Iriondo"^^ . "Izascun Arrece Iriondo"^^ . . "Carlota"^^ . "Botillo-Martín"^^ . "Carlota Botillo-Martín"^^ . . "David"^^ . "Gil Sanz"^^ . "David Gil Sanz"^^ . . "Francisco"^^ . "del Olmo-Romero"^^ . "Francisco del Olmo-Romero"^^ . . "Raymond"^^ . "Salvador"^^ . "Raymond Salvador"^^ . . "Manuel"^^ . "Sánchez Perez"^^ . "Manuel Sánchez Perez"^^ . . "Clara"^^ . "Bosque Gabarre"^^ . "Clara Bosque Gabarre"^^ . . "Eglee"^^ . "Castillo-Oramas"^^ . "Eglee Castillo-Oramas"^^ . . "Isabel"^^ . "Feria-Raposo"^^ . "Isabel Feria-Raposo"^^ . . "Cora"^^ . "Camaño Serna"^^ . "Cora Camaño Serna"^^ . . "Emilio"^^ . "González-Pablos"^^ . "Emilio González-Pablos"^^ . . "Tania"^^ . "Aguilar-Valero"^^ . "Tania Aguilar-Valero"^^ . . "Carmen"^^ . "Feliz Muñoz"^^ . "Carmen Feliz Muñoz"^^ . . "Carmen"^^ . "Almodóvar-Payá"^^ . "Carmen Almodóvar-Payá"^^ . . "Elena"^^ . "Felipe Martínez"^^ . "Elena Felipe Martínez"^^ . . "Edith"^^ . "Pomarol-Clotet"^^ . "Edith Pomarol-Clotet"^^ . . "Pilar"^^ . "Herrero-Muñecas"^^ . "Pilar Herrero-Muñecas"^^ . . "Manuel"^^ . "Martín-Carrasco"^^ . "Manuel Martín-Carrasco"^^ . . "Peter J"^^ . "McKenna"^^ . "Peter J McKenna"^^ . . "David"^^ . "Porta-Pelayo"^^ . "David Porta-Pelayo"^^ . . "Carlos"^^ . "Rebolleda Gil"^^ . "Carlos Rebolleda Gil"^^ . . . . . . "Fingerprints as Predictors of Schizophrenia: A Deep Learning Study (Texto)"^^ . . . "sbac173.pdf"^^ . . . "Fingerprints as Predictors of Schizophrenia: A Deep Learning Study (Otro)"^^ . . . . . . "indexcodes.txt"^^ . . . "Fingerprints as Predictors of Schizophrenia: A Deep Learning Study (Otro)"^^ . . . . . . "lightbox.jpg"^^ . . . "Fingerprints as Predictors of Schizophrenia: A Deep Learning Study (Otro)"^^ . . . . . . "preview.jpg"^^ . . . "Fingerprints as Predictors of Schizophrenia: A Deep Learning Study (Otro)"^^ . . . . . . "medium.jpg"^^ . . . "Fingerprints as Predictors of Schizophrenia: A Deep Learning Study (Otro)"^^ . . . . . . "small.jpg"^^ . . "HTML Summary of #4914 \n\nFingerprints as Predictors of Schizophrenia: A Deep Learning Study\n\n" . "text/html" . . . "Engineering"@en . "Ingeniería"@es . . . "Psychology"@en . "Psicología"@es . .