fc75bb11a03a87dac4069965743343d0 fpsyt-17-1936618.pdf 0ec26d0f5bb28aaca64c28b1c3f060c656056efc fpsyt-17-1936618.pdf 2b0d836d13387904245276a63e94d2e796a06fc0f4e2a171bf603e4997f1f539 fpsyt-17-1936618.pdf Title: Mapping risk of gambling disorder in older adults: a neural network approach Subject: Granero R, Fernández-Aranda F, Baenas I, Munguía L, Gaspar-Pérez A, Gómez-Peña M, Derevensky J, Gainsbury S, Rodríguez-García R and Jiménez-Murcia S (2026) Mapping risk of gambling disorder in older adults: a neural network approach. Front. Psychiatry 17:1936618. doi: 10.3389/fpsyt.2026.1936618 Keywords: gambling disorder; multilayer perceptron; neural network; older adults; predictive models Author: Roser Granero CreationDate: Mon Oct 5 01:46:35 2026 CEST ModDate: Mon Oct 5 01:46:35 2026 CEST Custom Metadata: no Metadata Stream: yes Tagged: yes UserProperties: no Suspects: no Form: none JavaScript: no Pages: 25 Encrypted: no Page size: 595.389 x 841.663 pts (A4) Page rot: 0 File size: 3907593 bytes Optimized: no PDF version: 1.4 name type encoding emb sub uni object ID ------------------------------------ ----------------- ---------------- --- --- --- --------- LBFDMJ+AdvTTd3a5f740 Type 1C WinAnsi yes yes no 932 0 LBFIEG+AdvTTd168d80a.I Type 1C WinAnsi yes yes no 2265 0 LBFDMK+AdvPSA18C Type 1C WinAnsi yes yes no 2266 0 LBFDML+AdvTTd3a5f740+01 Type 1C MacRoman yes yes no 2267 0 LBFDMM+AdvTT9b12cd41 Type 1C WinAnsi yes yes no 930 0 LBFDMN+AdvTT9b12cd41+01 Type 1C MacRoman yes yes no 2268 0 LBFDMO+AdvPSA323 Type 1C WinAnsi 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Item: Title: Highlights Destination: s1 Item: Title: 1 Introduction Destination: s2 Children: Item: Title: 1.1 Gambling disorder in older adults: risk factors and age-related considerations Destination: s2_1 Item: Title: 1.2 Predictive modeling of GD severity in older adults Destination: s2_2 Item: Title: 1.3 Justification and objectives of the study Destination: s2_3 Item: Title: 2 Methods Destination: s3 Children: Item: Title: 2.1 Participants Destination: s3_1 Item: Title: 2.2 Measures Destination: s3_2 Children: Item: Title: 2.2.1 Data collection procedures for the overall sample (GD and HC) Destination: s3_2_1 Item: Title: 2.2.2 Measures specific to the GD group Destination: s3_2_2 Item: Title: 2.3 Statistical analyses Destination: s3_3 Item: Title: 3 Results Destination: s4 Children: Item: Title: 3.1 Characteristics of the sample Destination: s4_1 Item: Title: 3.2 Neural network-based prediction of the group classification (GD versus HC) Destination: s4_2 Item: Title: 3.3 Neural network–based prediction of GD severity Destination: s4_3 Item: Title: 3.4 Logistic regression–based prediction of the group classification (GD versus HC) Destination: s4_4 Item: Title: 3.5 Ordinal regression–based prediction of GD severity Destination: s4_5 Item: Title: 4 Discussion Destination: s5 Children: Item: Title: 4.1 Discriminating between GD versus HC Destination: s5_1 Item: Title: 4.2 Predicting the GD severity Destination: s5_2 Item: Title: 4.3 Comparison between MLP y classical regression models (logistic and ordinal) Destination: s5_3 Item: Title: 4.4 Clinical implications Destination: s5_4 Item: Title: 4.5 Strengths and limitations Destination: s5_5 Children: Item: Title: 4.5.1 Final del formulario Destination: s5_5_1 Item: Title: 4.6 Conclusion Destination: s5_6 Item: Title: Data availability statement Destination: bmark_-1258588262 Item: Title: Ethics statement Destination: bmark_1370551237 Item: Title: Author contributions Destination: bmark_-1208584890 Item: Title: Funding Destination: bmark_1865464027 Item: Title: Conflict of interest Destination: bmark_1089982005 Item: Title: Generative AI statement Destination: bmark_-1453097031 Item: Title: Publisher’s note Destination: bmark_-1256977648 Item: Title: References Destination: bmark_2090415954 Info: Title: Mapping risk of gambling disorder in older adults: a neural network approach Author: Roser Granero Subject: Granero R, Fernández-Aranda F, Baenas I, Munguía L, Gaspar-Pérez A, Gómez-Peña M, Derevensky J, Gainsbury S, Rodríguez-García R and Jiménez-Murcia S (2026) Mapping risk of gambling disorder in older adults: a neural network approach. Front. Psychiatry 17:1936618. doi: 10.3389/fpsyt.2026.1936618 Keywords: gambling disorder; multilayer perceptron; neural network; older adults; predictive models CreationDate: Mon Oct 05 01:46:35 CEST 2026 ModDate: Mon Oct 05 01:46:35 CEST 2026 ID: 0xfd7ea8feff8b8c3517941a2ff43e5cc0, 0x1f357c32363cd184412b69063bb81b8a Filters: FilterPipeline: FlateDecode FilterPipeline: DCTDecode Images: Image: NisoImageMetadata: FormatName: image/jpg CompressionScheme: JPEG ImageWidth: 2919 ImageHeight: 577 ColorSpace: CMYK BitsPerSample: 8 BitsPerSampleUnit: integer Image: NisoImageMetadata: FormatName: image/png ImageWidth: 2704 ImageHeight: 3740 ColorSpace: RGB BitsPerSample: 8 BitsPerSampleUnit: integer Filter: FlateDecode Image: NisoImageMetadata: FormatName: image/png ImageWidth: 2953 ImageHeight: 3076 ColorSpace: RGB BitsPerSample: 8 BitsPerSampleUnit: integer Filter: FlateDecode Image: NisoImageMetadata: FormatName: image/jpg CompressionScheme: JPEG ImageWidth: 2362 ImageHeight: 908 ColorSpace: RGB 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Front. Psychiatry 17:1936618. doi: 10.3389/fpsyt.2026.1936618 Copyright © 2026 Granero, Fernández-Aranda, Baenas, Munguía, Gaspar-Pérez, Gómez-Peña, Derevensky, Gainsbury, Rodríguez-García and Jiménez-Murcia. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. gambling disorder multilayer perceptron neural network older adults predictive models Mapping risk of gambling disorder in older adults: a neural network approach gambling disorder; multilayer perceptron; neural network; older adults; predictive models 2026-10-05T07:46:35+08:00 2026-10-05T07:46:35+08:00 2026-10-05T07:46:35+08:00 True https://www.frontiersin.org/legal/copyright-statement uuid:7084cee5-e320-42cd-b8ea-3c2a62da17c7 uuid:6d6e2171-6504-491e-a2af-f592f8ca83ef Pages: Page: Label: 1 Annotations: Annotation: Subtype: Link Rect: 219, 683, 465, 704 Annotation: Subtype: Link Rect: 219, 658, 456, 679 Annotation: Subtype: Link Rect: 219, 633, 481, 654 Annotation: Subtype: Link Rect: 49, 33, 120, 40 Annotation: Subtype: Link Rect: 499, 33, 545, 40 Annotation: Subtype: Link Rect: 49, 688, 125, 703 Annotation: Subtype: Link Rect: 57, 497, 154, 504 Annotation: Subtype: Link Rect: 49, 364, 152, 371 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