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AI automation in research

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Clinical interpretation of body language and behavioral modifications to recognize pain in domestic mammals 100%
Daniel Mota-Rojas; Alexandra L. Whittaker; Lydia Lanzoni; Cécile Bienboire-Frosini; Adriana Domínguez-Oliva; Alfonso Chay-Canul; Vivian Fischer; Ismael Hernández-Avalos; Andrea Bragaglio; Eleonora Nannoni; Adriana Olmos-Hernández; Arthur Fernandes Bettencourt; Patricia Mora-Medina; Julio Martínez-Burnes; Alejandro Casas-Alvarado; Temple Grandin · file · #9

…The authors reported an accuracy of over 70% importance of training veterinarians and animal caregivers to in recognizing feline acute postsurgical pain. Furthermore, AI and correctly interpret animal behavior and body language…

Simplified assessment of castration‑induced pain in pigs using lower complexity algorithms 100%
Gustavo Venâncio da Silva; Giovana Mancilla Pivato; Beatriz Granetti Peres; Stelio Pacca Loureiro Luna; Monique Danielle Pairis‑Garcia; Pedro Henrique Esteves Trindade · file · #35

…The first study was approved by the In the current study data was obtained from two previous p Ethical Committee for the Use of Animals in Research of the School of Veterinary…

Simplified assessment of castration‑induced pain in pigs using lower complexity algorithms 100%
Gustavo Venâncio da Silva; Giovana Mancilla Pivato; Beatriz Granetti Peres; Stelio Pacca Loureiro Luna; Monique Danielle Pairis‑Garcia; Pedro Henrique Esteves Trindade · file · #102

…The first study was approved by the In the current study data was obtained from two previous p Ethical Committee for the Use of Animals in Research of the School of Veterinary…

Clinical interpretation of body language and behavioral modifications to recognize pain in domestic mammals 100%
Daniel Mota-Rojas; Alexandra L. Whittaker; Lydia Lanzoni; Cécile Bienboire-Frosini; Adriana Domínguez-Oliva; Alfonso Chay-Canul; Vivian Fischer; Ismael Hernández-Avalos; Andrea Bragaglio; Eleonora Nannoni; Adriana Olmos-Hernández; Arthur Fernandes Bettencourt; Patricia Mora-Medina; Julio Martínez-Burnes; Alejandro Casas-Alvarado; Temple Grandin · file · #76

…The authors reported an accuracy of over 70% importance of training veterinarians and animal caregivers to in recognizing feline acute postsurgical pain. Furthermore, AI and correctly interpret animal behavior and body language…

Proposing a short version of the Unesp-Botucatu pig acute pain scale using a novel application of machine learning technique 100%
Giovana Mancilla Pivato; Gustavo Venâncio da Silva; Beatriz Granetti Peres; Stelio Pacca Loureiro Luna; Monique Danielle Pairis-Garcia; Pedro Henrique Esteves Trindade · file · #36

. Disponível ​h​t​t​p​s​ :​​​/​​/​c​l​e​a​n​d​r​o​d​i​a​​s​.​c​o​​​m​.​​b​r​/​​l​e​g​i​s​l​​a​c​a​o​b​e​​m​e​s​ta​ ​​r​s​u​i​n​​o​s​/e​ ​m (2024). 73. Lin-Schilstra, L. & Ingenbleek, P. T. A complex ball game: piglet castration as a dynamic and complex social issue in the EU. J. Agric. Environ. Ethics 35 (3), 11 (2022). 74. Percie, D. et al. Reporting animal research: explanation and elaboration for the ARRIVE guidelines 2.0. PLoS Biol. 18, e3000411 (2020). 75. Russell, W. & Burch, R. The principles of humane experimental technique. (1959). 76. Banks, R. E. The 4th R of research. Contemp. Top. Lab. Anim. Sci. 34 (1), 50–51 (1995). 77. R Core Team. R: A language and environment for statistical computing. (2022). 78. James, G., Witten, D., Hastie, T. & Tibshirani, R. An introduction to statistical learning. 112, 18 (2013). Author contributions GMP: Conceptualization, Methodology, Formal analysis, Data visualization, Investigation, Writing—original draft and Writing—review & editing; GVS: Investigation and Writing—review & editing; BGP: Writing—review & editing; SPLL: Investigation and Writing—review & editing; MDPG: Investigation and Writing—review & editing; PHET: Conceptualization, Methodology, Investigation, Project administration, Supervision, Writing - Scientific Reports | (2025) 15:7161 | https://doi.org/10.1038/s41598-025-91551-6 10 www.nature.com/scientificreports/ original draft and Writing—review & editing. All authors reviewed the manuscript. Declarations Competing interests The authors declare no competing interests. Additional information Supplementary Information The online version contains supplementary

Proposing a short version of the Unesp-Botucatu pig acute pain scale using a novel application of machine learning technique 100%
Giovana Mancilla Pivato; Gustavo Venâncio da Silva; Beatriz Granetti Peres; Stelio Pacca Loureiro Luna; Monique Danielle Pairis-Garcia; Pedro Henrique Esteves Trindade · file · #103

. Disponível ​h​t​t​p​s​ :​​​/​​/​c​l​e​a​n​d​r​o​d​i​a​​s​.​c​o​​​m​.​​b​r​/​​l​e​g​i​s​l​​a​c​a​o​b​e​​m​e​s​ta​ ​​r​s​u​i​n​​o​s​/e​ ​m (2024). 73. Lin-Schilstra, L. & Ingenbleek, P. T. A complex ball game: piglet castration as a dynamic and complex social issue in the EU. J. Agric. Environ. Ethics 35 (3), 11 (2022). 74. Percie, D. et al. Reporting animal research: explanation and elaboration for the ARRIVE guidelines 2.0. PLoS Biol. 18, e3000411 (2020). 75. Russell, W. & Burch, R. The principles of humane experimental technique. (1959). 76. Banks, R. E. The 4th R of research. Contemp. Top. Lab. Anim. Sci. 34 (1), 50–51 (1995). 77. R Core Team. R: A language and environment for statistical computing. (2022). 78. James, G., Witten, D., Hastie, T. & Tibshirani, R. An introduction to statistical learning. 112, 18 (2013). Author contributions GMP: Conceptualization, Methodology, Formal analysis, Data visualization, Investigation, Writing—original draft and Writing—review & editing; GVS: Investigation and Writing—review & editing; BGP: Writing—review & editing; SPLL: Investigation and Writing—review & editing; MDPG: Investigation and Writing—review & editing; PHET: Conceptualization, Methodology, Investigation, Project administration, Supervision, Writing - Scientific Reports | (2025) 15:7161 | https://doi.org/10.1038/s41598-025-91551-6 10 www.nature.com/scientificreports/ original draft and Writing—review & editing. All authors reviewed the manuscript. Declarations Competing interests The authors declare no competing interests. Additional information Supplementary Information The online version contains supplementary

Part I: understanding pain in pigs—basic knowledge about pain assessment, measures and therapy 57%
Julia Kschonek; Lara Twele; Kathrin Deters; Moana Miller; Jennifer Reinmold; Ilka Emmerich; Isabel Hennig‑Pauka; Nicole Kemper; Lothar Kreienbrock; Michael Wendt; Sabine Kästner; Elisabeth grosse Beilage · file · #33

…https://​doi.​org/​10.​1371/​journ​al.​pone.​02367​ Deep learning for video-based automated pain recognition in rabbits. 42. Sci Rep. 2023;13(1):14679. https://​doi.​org/​10.​1038/​s41598…

Part I: understanding pain in pigs—basic knowledge about pain assessment, measures and therapy 57%
Julia Kschonek; Lara Twele; Kathrin Deters; Moana Miller; Jennifer Reinmold; Ilka Emmerich; Isabel Hennig‑Pauka; Nicole Kemper; Lothar Kreienbrock; Michael Wendt; Sabine Kästner; Elisabeth grosse Beilage · file · #100

…https://​doi.​org/​10.​1371/​journ​al.​pone.​02367​ Deep learning for video-based automated pain recognition in rabbits. 42. Sci Rep. 2023;13(1):14679. https://​doi.​org/​10.​1038/​s41598…

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