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CropBox PageLayout: SinglePage PageMode: UseOutlines Language: English Outlines: Item: Title: Emotion recognition systems with electrodermal activity: From affective science to affective computing Destination: mk:title Children: Item: Title: 1 Introduction Destination: mk:H1_1 Item: Title: 2 Methods Destination: mk:H1_2 Children: Item: Title: 2.1 Preregistration Destination: mk:H2_1 Item: Title: 2.2 Eligibility criteria Destination: mk:H2_2 Item: Title: 2.3 Search strategy and selection process Destination: mk:H2_3 Item: Title: 2.4 Data collection process Destination: mk:H2_4 Item: Title: 2.5 Data elements Destination: mk:H2_5 Item: Title: 2.6 Study Risk of Bias Assessment Destination: mk:H2_6 Item: Title: 2.7 Meta-analysis Destination: mk:H2_7 Item: Title: 2.8 Software Destination: mk:H2_8 Item: Title: 3 Results Destination: mk:H1_3 Children: Item: Title: 3.1 Screening and selection Destination: mk:H2_9 Item: Title: 3.2 Data analysis Destination: mk:H2_10 Children: Item: Title: 3.2.1 Geographical distribution and source of publications Destination: mk:H3_11 Item: Title: 3.2.2 Data type Destination: mk:H3_12 Item: Title: 3.2.3 Participants Destination: mk:H3_13 Item: Title: 3.2.4 Self-report Destination: mk:H3_14 Item: Title: 3.2.5 Relationships between emotional categories and dimensions Destination: mk:H3_15 Item: Title: 3.2.6 Emotion elicitation techniques Destination: mk:H3_16 Item: Title: 3.2.7 Electrodermal activity (EDA) Destination: mk:H3_17 Item: Title: 3.2.8 Model performance Destination: mk:H3_18 Item: Title: 3.3 Meta-analysis Destination: mk:H2_19 Item: Title: 4 Discussion Destination: mk:H1_4 Children: Item: Title: 4.1 Discrepancy between emotion modeling and machine learning approaches Destination: mk:H2_20 Item: Title: 4.2 The role of detailed methodologies and open databases in achieving replication Destination: mk:H2_21 Item: Title: 4.3 Limited use of theoretical frameworks Destination: mk:H2_22 Item: Title: 4.4 Arousal models outperform valence in EDA-based emotion recognition Destination: mk:H2_23 Item: Title: 4.5 Generalizability of emotion recognition research requires cultural and geographical representation Destination: mk:H2_24 Item: Title: 4.6 Recent advances in EDA-based emotion recognition Destination: mk:H2_25 Item: Title: 4.7 Limitations Destination: mk:H2_26 Item: Title: 4.8 Recommendations Destination: mk:H2_27 Item: Title: 4.9 Conclusion Destination: mk:H2_28 Item: Title: Supplementary Material Destination: mk:H1_5 Item: Title: CRediT authorship contribution statement Destination: mk:H1_6 Item: Title: Funding Destination: mk:H1_7 Item: Title: Declaration of Competing Interest Destination: mk:HH1_2 Item: Title: Data availability Destination: datalink3 Item: Title: References Destination: mk:HH2_1 Info: Title: Emotion recognition systems with electrodermal activity: From affective science to affective computing Author: Tomás Ariel D'Amelio Subject: Neurocomputing, 651 (2025) 130831. doi:10.1016/j.neucom.2025.130831 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Neurocomputing, 651 (2025) 130831. doi:10.1016/j.neucom.2025.130831 Affective computing Emotion recognition Electrodermal activity Emotion models Systematic review Meta-analysis Emotion recognition systems with electrodermal activity: From affective science to affective computing Tomás Ariel D'Amelio Lorenzo Ariel Galán Emmanuel Alesandro Maldonado Agustín Ariel Díaz Barquinero Jerónimo Rodríguez Cuello Nicolás Marcelo Bruno Enzo Tagliazucchi Denis-Alexander Engemann VoR 16th August 2025 Acrobat Distiller 8.1.0 (Windows) Affective computing,Emotion recognition,Electrodermal activity,Emotion models,Systematic review,Meta-analysis 16th August 2025 sciencedirect.com elsevier.com true 2010-04-23 10.1016/j.neucom.2025.130831 noindex journal © 2025 The Authors. 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