[ { "key": "K4CQUSAU", "version": 214, "library": { "type": "group", "id": 14341, "name": "Quentin Geissmann", "links": { "alternate": { "href": "https://www.zotero.org/groups/quentin_geissmann", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/14341/items/K4CQUSAU", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/quentin_geissmann/items/K4CQUSAU", "type": "text/html" }, "up": { "href": "https://api.zotero.org/groups/14341/items/ZQ2MIX4Z", "type": "application/json" } }, "meta": { "createdByUser": { "id": 187996, "username": "qgeissmann", "name": "Quentin Geissmann", "links": { "alternate": { "href": "https://www.zotero.org/qgeissmann", "type": "text/html" } } }, "numChildren": 0 }, "data": { "key": "K4CQUSAU", "version": 214, "parentItem": "ZQ2MIX4Z", "itemType": "attachment", "linkMode": "imported_file", "title": "PDF", "accessDate": "", "url": "", "note": "", "contentType": "application/pdf", "charset": "", "filename": "Geissmann - High-throughput Recording, Analysis and Manipulation of Sleep in Drosophila.pdf", "md5": null, "mtime": null, "tags": [], "relations": {}, "dateAdded": "2026-01-26T08:09:22Z", "dateModified": "2026-01-26T08:09:27Z" } }, { "key": "ZQ2MIX4Z", "version": 214, "library": { "type": "group", "id": 14341, "name": "Quentin Geissmann", "links": { "alternate": { "href": "https://www.zotero.org/groups/quentin_geissmann", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/14341/items/ZQ2MIX4Z", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/quentin_geissmann/items/ZQ2MIX4Z", "type": "text/html" } }, "meta": { "createdByUser": { "id": 187996, "username": "qgeissmann", "name": "Quentin Geissmann", "links": { "alternate": { "href": "https://www.zotero.org/qgeissmann", "type": "text/html" } } }, "creatorSummary": "Geissmann", "numChildren": 1 }, "data": { "key": "ZQ2MIX4Z", "version": 214, "itemType": "journalArticle", "title": "High-throughput Recording, Analysis and Manipulation of Sleep in Drosophila", "creators": [ { "creatorType": "author", "firstName": "Quentin", "lastName": "Geissmann" } ], "abstractNote": "", "publicationTitle": "", "publisher": "", "place": "", "date": "", "volume": "", "issue": "", "section": "", "partNumber": "", "partTitle": "", "pages": "", "series": "", "seriesTitle": "", "seriesText": "", "journalAbbreviation": "", "DOI": "", "citationKey": "", "url": "", "accessDate": "", "PMID": "", "PMCID": "", "ISSN": "", "archive": "", "archiveLocation": "", "shortTitle": "", "language": "en", "libraryCatalog": "Zotero", "callNumber": "", "rights": "", "extra": "", "tags": [], "collections": [ "9PKF3WRC" ], "relations": {}, "dateAdded": "2026-01-26T08:09:27Z", "dateModified": "2026-01-26T08:09:27Z" } }, { "key": "5LRSF5IS", "version": 208, "library": { "type": "group", "id": 14341, "name": "Quentin Geissmann", "links": { "alternate": { "href": "https://www.zotero.org/groups/quentin_geissmann", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/14341/items/5LRSF5IS", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/quentin_geissmann/items/5LRSF5IS", "type": "text/html" }, "up": { "href": "https://api.zotero.org/groups/14341/items/IMCLKPTP", "type": "application/json" } }, "meta": { "createdByUser": { "id": 187996, "username": "qgeissmann", "name": "Quentin Geissmann", "links": { "alternate": { "href": "https://www.zotero.org/qgeissmann", "type": "text/html" } } }, "numChildren": 0 }, "data": { "key": "5LRSF5IS", "version": 208, "parentItem": "IMCLKPTP", "itemType": "attachment", "linkMode": "imported_url", "title": "Full Text PDF", "accessDate": "2026-01-12T07:46:48Z", "url": "https://journals.asm.org/doi/pdf/10.1128/jb.00292-25", "note": "", "contentType": "application/pdf", "charset": "", "filename": "Morales Moreira et al. - 2025 - Azomycin produced by Pseudomonas has both phytotoxic and anti-oomycete activity.pdf", "md5": null, "mtime": null, "tags": [], "relations": {}, "dateAdded": "2026-01-12T07:46:48Z", "dateModified": "2026-01-12T07:46:48Z" } }, { "key": "IMCLKPTP", "version": 208, "library": { "type": "group", "id": 14341, "name": "Quentin Geissmann", "links": { "alternate": { "href": "https://www.zotero.org/groups/quentin_geissmann", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/14341/items/IMCLKPTP", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/quentin_geissmann/items/IMCLKPTP", "type": "text/html" } }, "meta": { "createdByUser": { "id": 187996, "username": "qgeissmann", "name": "Quentin Geissmann", "links": { "alternate": { "href": "https://www.zotero.org/qgeissmann", "type": "text/html" } } }, "creatorSummary": "Morales Moreira et al.", "parsedDate": "2025-11-05", "numChildren": 1 }, "data": { "key": "IMCLKPTP", "version": 208, "itemType": "journalArticle", "title": "Azomycin produced by Pseudomonas has both phytotoxic and anti-oomycete activity", "creators": [ { "creatorType": "author", "firstName": "Zayda P.", "lastName": "Morales Moreira" }, { "creatorType": "author", "firstName": "Kareena", "lastName": "Kak" }, { "creatorType": "author", "firstName": "Zi-Wang", "lastName": "Wei" }, { "creatorType": "author", "firstName": "Daniela", "lastName": "Yanez-Ortuno" }, { "creatorType": "author", "firstName": "Nicole R.", "lastName": "Wang" }, { "creatorType": "author", "firstName": "Jason B.", "lastName": "Hedges" }, { "creatorType": "author", "firstName": "Melissa Y.", "lastName": "Chen" }, { "creatorType": "author", "firstName": "Quentin", "lastName": "Geissmann" }, { "creatorType": "author", "firstName": "Wentao", "lastName": "Zhang" }, { "creatorType": "author", "firstName": "Syama", "lastName": "Chatterton" }, { "creatorType": "author", "firstName": "Katherine S.", "lastName": "Ryan" }, { "creatorType": "author", "firstName": "Cara H.", "lastName": "Haney" } ], "abstractNote": "", "publicationTitle": "Journal of Bacteriology", "publisher": "", "place": "", "date": "2025-11-05", "volume": "207", "issue": "12", "section": "", "partNumber": "", "partTitle": "", "pages": "e00292-25", "series": "", "seriesTitle": "", "seriesText": "", "journalAbbreviation": "", "DOI": "10.1128/jb.00292-25", "citationKey": "", "url": "https://journals.asm.org/doi/full/10.1128/jb.00292-25", "accessDate": "2026-01-12T07:46:48Z", "PMID": "", "PMCID": "", "ISSN": "", "archive": "", "archiveLocation": "", "shortTitle": "", "language": "", "libraryCatalog": "journals.asm.org (Atypon)", "callNumber": "", "rights": "", "extra": "Publisher: American Society for Microbiology", "tags": [], "collections": [ "LUQ7YU8B" ], "relations": {}, "dateAdded": "2026-01-12T07:46:48Z", "dateModified": "2026-01-12T07:46:48Z" } }, { "key": "UEN24PBY", "version": 205, "library": { "type": "group", "id": 14341, "name": "Quentin Geissmann", "links": { "alternate": { "href": "https://www.zotero.org/groups/quentin_geissmann", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/14341/items/UEN24PBY", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/quentin_geissmann/items/UEN24PBY", "type": "text/html" }, "up": { "href": "https://api.zotero.org/groups/14341/items/RDDCMRBZ", "type": "application/json" } }, "meta": { "createdByUser": { "id": 187996, "username": "qgeissmann", "name": "Quentin Geissmann", "links": { "alternate": { "href": "https://www.zotero.org/qgeissmann", "type": "text/html" } } }, "numChildren": 0 }, "data": { "key": "UEN24PBY", "version": 205, "parentItem": "RDDCMRBZ", "itemType": "attachment", "linkMode": "imported_url", "title": "Full Text PDF", "accessDate": "2026-01-12T07:46:03Z", "url": "https://www.biorxiv.org/content/biorxiv/early/2025/07/02/2025.06.27.661916.full.pdf", "note": "", "contentType": "application/pdf", "charset": "", "filename": "Baghooee and Geissmann - 2025 - Insect Size Matters Using Image and Dimensions Together Improves Image Classification.pdf", "md5": null, "mtime": null, "tags": [], "relations": {}, "dateAdded": "2026-01-12T07:46:03Z", "dateModified": "2026-01-12T07:46:03Z" } }, { "key": "RDDCMRBZ", "version": 205, "library": { "type": "group", "id": 14341, "name": "Quentin Geissmann", "links": { "alternate": { "href": "https://www.zotero.org/groups/quentin_geissmann", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/14341/items/RDDCMRBZ", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/quentin_geissmann/items/RDDCMRBZ", "type": "text/html" } }, "meta": { "createdByUser": { "id": 187996, "username": "qgeissmann", "name": "Quentin Geissmann", "links": { "alternate": { "href": "https://www.zotero.org/qgeissmann", "type": "text/html" } } }, "creatorSummary": "Baghooee and Geissmann", "parsedDate": "2025-07-02", "numChildren": 1 }, "data": { "key": "RDDCMRBZ", "version": 205, "itemType": "preprint", "title": "Insect Size Matters: Using Image and Dimensions Together Improves Image Classification", "creators": [ { "creatorType": "author", "firstName": "Melika", "lastName": "Baghooee" }, { "creatorType": "author", "firstName": "Quentin", "lastName": "Geissmann" } ], "abstractNote": "Although visual features have been the cornerstone of insect recognition, morphological traits are often overlooked by modern “scale-invariant” deep learning-based methods. One such trait is absolute body size, which is commonly used by entomologists to describe species. We propose a novel approach that integrates explicit size information into computer vision models. Our method improves predictions of a Convolutional Neural Network (ResNet) by incorporating the likelihood of an insect belonging to each class based on its size and the size distribution of the training data. We compare the performance of the proposed size-aware approach against a standard ResNet and a feature-fused ResNet model, demonstrating that incorporating explicit dimensional traits, such as body size, can enhance classification accuracy across both balanced and imbalanced dataset scenarios. Our results also show that incorporating size reduces classification error, especially in low-data scenarios and for hierarchically coarse, taxonomic misclassifications (e.g., errors at the family level).\nDespite being readily available and computationally inexpensive, size has, to our knowledge, not been used in this context before. We show that explicitly including size is both computationally efficient and practical, as it requires no specialized sensors and can be derived from standard image segmentation. This makes our approach highly scalable for automated monitoring of insects with camera traps. By acknowledging the importance of size, our approach also contributes to more robust and interpretable ecological modeling. This work opens new avenues for biologically informed AI applications in entomology and beyond.", "genre": "", "repository": "bioRxiv", "archiveID": "", "place": "", "date": "2025-07-02", "series": "", "seriesNumber": "", "DOI": "10.1101/2025.06.27.661916", "citationKey": "", "url": "https://www.biorxiv.org/content/10.1101/2025.06.27.661916v1", "accessDate": "2026-01-12T07:46:00Z", "archive": "", "archiveLocation": "", "shortTitle": "Insect Size Matters", "language": "en", "libraryCatalog": "bioRxiv", "callNumber": "", "rights": "© 2025, Posted by Cold Spring Harbor Laboratory. This pre-print is available under a Creative Commons License (Attribution 4.0 International), CC BY 4.0, as described at http://creativecommons.org/licenses/by/4.0/", "extra": "ISSN: 2692-8205, 2692-8205\nPages: 2025.06.27.661916\nSection: New Results", "tags": [], "collections": [ "LUQ7YU8B" ], "relations": {}, "dateAdded": "2026-01-12T07:46:00Z", "dateModified": "2026-01-12T07:46:00Z" } }, { "key": "QCLV8W8Q", "version": 202, "library": { "type": "group", "id": 14341, "name": "Quentin Geissmann", "links": { "alternate": { "href": "https://www.zotero.org/groups/quentin_geissmann", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/14341/items/QCLV8W8Q", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/quentin_geissmann/items/QCLV8W8Q", "type": "text/html" }, "up": { "href": "https://api.zotero.org/groups/14341/items/U4ZPJGMV", "type": "application/json" } }, "meta": { "createdByUser": { "id": 187996, "username": "qgeissmann", "name": "Quentin Geissmann", "links": { "alternate": { "href": "https://www.zotero.org/qgeissmann", "type": "text/html" } } } }, "data": { "key": "QCLV8W8Q", "version": 202, "parentItem": "U4ZPJGMV", "itemType": "attachment", "linkMode": "imported_url", "title": "Snapshot", "accessDate": "2026-01-12T07:45:25Z", "url": "https://doi.org/10.1098/rstb.2023.0108", "note": "", "contentType": "text/html", "charset": "utf-8", "filename": "rstb.2023.html", "md5": null, "mtime": null, "tags": [], "relations": {}, "dateAdded": "2026-01-12T07:45:25Z", "dateModified": "2026-01-12T07:45:25Z" } }, { "key": "RQWBXK78", "version": 202, "library": { "type": "group", "id": 14341, "name": "Quentin Geissmann", "links": { "alternate": { "href": "https://www.zotero.org/groups/quentin_geissmann", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/14341/items/RQWBXK78", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/quentin_geissmann/items/RQWBXK78", "type": "text/html" }, "up": { "href": "https://api.zotero.org/groups/14341/items/B5R4NSNQ", "type": "application/json" } }, "meta": { "createdByUser": { "id": 187996, "username": "qgeissmann", "name": "Quentin Geissmann", "links": { "alternate": { "href": "https://www.zotero.org/qgeissmann", "type": "text/html" } } }, "numChildren": 0 }, "data": { "key": "RQWBXK78", "version": 202, "parentItem": "B5R4NSNQ", "itemType": "attachment", "linkMode": "imported_url", "title": "Full Text", "accessDate": "2026-01-12T07:45:24Z", "url": "https://europepmc.org/articles/pmc4271520?pdf=render", "note": "", "contentType": "application/pdf", "charset": "", "filename": "Duvaux et al. - 2015 - Dynamics of Copy Number Variation in Host Races of the Pea Aphid.pdf", "md5": null, "mtime": null, "tags": [], "relations": {}, "dateAdded": "2026-01-12T07:45:24Z", "dateModified": "2026-01-12T07:45:24Z" } }, { "key": "35RWE5Z2", "version": 202, "library": { "type": "group", "id": 14341, "name": "Quentin Geissmann", "links": { "alternate": { "href": "https://www.zotero.org/groups/quentin_geissmann", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/14341/items/35RWE5Z2", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/quentin_geissmann/items/35RWE5Z2", "type": "text/html" }, "up": { "href": "https://api.zotero.org/groups/14341/items/U4ZPJGMV", "type": "application/json" } }, "meta": { "createdByUser": { "id": 187996, "username": "qgeissmann", "name": "Quentin Geissmann", "links": { "alternate": { "href": "https://www.zotero.org/qgeissmann", "type": "text/html" } } }, "numChildren": 0 }, "data": { "key": "35RWE5Z2", "version": 202, "parentItem": "U4ZPJGMV", "itemType": "attachment", "linkMode": "imported_url", "title": "Full Text", "accessDate": "2026-01-12T07:45:22Z", "url": "https://royalsocietypublishing.org/doi/pdf/10.1098/rstb.2023.0108", "note": "", "contentType": "application/pdf", "charset": "", "filename": "Roy et al. - 2024 - Towards a standardized framework for AI-assisted, image-based monitoring of nocturnal insects.pdf", "md5": null, "mtime": null, "tags": [], "relations": {}, "dateAdded": "2026-01-12T07:45:22Z", "dateModified": "2026-01-12T07:45:22Z" } }, { "key": "72TPREYZ", "version": 202, "library": { "type": "group", "id": 14341, "name": "Quentin Geissmann", "links": { "alternate": { "href": "https://www.zotero.org/groups/quentin_geissmann", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/14341/items/72TPREYZ", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/quentin_geissmann/items/72TPREYZ", "type": "text/html" }, "up": { "href": "https://api.zotero.org/groups/14341/items/JZS628HJ", "type": "application/json" } }, "meta": { "createdByUser": { "id": 187996, "username": "qgeissmann", "name": "Quentin Geissmann", "links": { "alternate": { "href": "https://www.zotero.org/qgeissmann", "type": "text/html" } } }, "numChildren": 0 }, "data": { "key": "72TPREYZ", "version": 202, "parentItem": "JZS628HJ", "itemType": "attachment", "linkMode": "imported_url", "title": "Full Text", "accessDate": "2026-01-12T07:45:18Z", "url": "https://journals.plos.org/plosbiology/article/file?id=10.1371/journal.pbio.3001689&type=printable", "note": "", "contentType": "application/pdf", "charset": "", "filename": "Geissmann et al. - 2022 - Sticky Pi is a high-frequency smart trap that enables the study of insect circadian activity under n.pdf", "md5": null, "mtime": null, "tags": [], "relations": {}, "dateAdded": "2026-01-12T07:45:18Z", "dateModified": "2026-01-12T07:45:18Z" } }, { "key": "32XEFMV5", "version": 202, "library": { "type": "group", "id": 14341, "name": "Quentin Geissmann", "links": { "alternate": { "href": "https://www.zotero.org/groups/quentin_geissmann", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/14341/items/32XEFMV5", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/quentin_geissmann/items/32XEFMV5", "type": "text/html" }, "up": { "href": "https://api.zotero.org/groups/14341/items/D4MMFY7A", "type": "application/json" } }, "meta": { "createdByUser": { "id": 187996, "username": "qgeissmann", "name": "Quentin Geissmann", "links": { "alternate": { "href": "https://www.zotero.org/qgeissmann", "type": "text/html" } } }, "numChildren": 0 }, "data": { "key": "32XEFMV5", "version": 202, "parentItem": "D4MMFY7A", "itemType": "attachment", "linkMode": "imported_url", "title": "Full Text", "accessDate": "2026-01-12T07:45:18Z", "url": "https://journals.plos.org/plosbiology/article/file?id=10.1371/journal.pbio.2003026&type=printable", "note": "", "contentType": "application/pdf", "charset": "", "filename": "Geissmann et al. - 2017 - Ethoscopes An open platform for high-throughput ethomics.pdf", "md5": null, "mtime": null, "tags": [], "relations": {}, "dateAdded": "2026-01-12T07:45:18Z", "dateModified": "2026-01-12T07:45:18Z" } }, { "key": "WQCDVP5Z", "version": 201, "library": { "type": "group", "id": 14341, "name": "Quentin Geissmann", "links": { "alternate": { "href": "https://www.zotero.org/groups/quentin_geissmann", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/14341/items/WQCDVP5Z", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/quentin_geissmann/items/WQCDVP5Z", "type": "text/html" }, "up": { "href": "https://api.zotero.org/groups/14341/items/4LH3IEQS", "type": "application/json" } }, "meta": { "createdByUser": { "id": 187996, "username": "qgeissmann", "name": "Quentin Geissmann", "links": { "alternate": { "href": "https://www.zotero.org/qgeissmann", "type": "text/html" } } }, "numChildren": 0 }, "data": { "key": "WQCDVP5Z", "version": 201, "parentItem": "4LH3IEQS", "itemType": "attachment", "linkMode": "imported_url", "title": "Full Text", "accessDate": "2026-01-12T07:45:14Z", "url": "https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0209331&type=printable", "note": "", "contentType": "application/pdf", "charset": "", "filename": "Geissmann et al. - 2019 - Rethomics An R framework to analyse high-throughput behavioural data.pdf", "md5": null, "mtime": null, "tags": [], "relations": {}, "dateAdded": "2026-01-12T07:45:14Z", "dateModified": "2026-01-12T07:45:14Z" } }, { "key": "MX7EMMXW", "version": 198, "library": { "type": "group", "id": 14341, "name": "Quentin Geissmann", "links": { "alternate": { "href": "https://www.zotero.org/groups/quentin_geissmann", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/14341/items/MX7EMMXW", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/quentin_geissmann/items/MX7EMMXW", "type": "text/html" }, "up": { "href": "https://api.zotero.org/groups/14341/items/PHF3S3EY", "type": "application/json" } }, "meta": { "createdByUser": { "id": 187996, "username": "qgeissmann", "name": "Quentin Geissmann", "links": { "alternate": { "href": "https://www.zotero.org/qgeissmann", "type": "text/html" } } }, "numChildren": 0 }, "data": { "key": "MX7EMMXW", "version": 198, "parentItem": "PHF3S3EY", "itemType": "attachment", "linkMode": "imported_url", "title": "Full Text PDF", "accessDate": "2026-01-12T07:45:04Z", "url": "https://elifesciences.org/download/aHR0cHM6Ly9jZG4uZWxpZmVzY2llbmNlcy5vcmcvYXJ0aWNsZXMvMjc0NDUvZWxpZmUtMjc0NDUtdjIucGRmP2Nhbm9uaWNhbFVyaT1odHRwczovL2VsaWZlc2NpZW5jZXMub3JnL2FydGljbGVzLzI3NDQ1/elife-27445-v2.pdf?_hash=T%2BvdgOnAWIFuzE4W7B%2Byj0Tu0%2FXwo6RxcbZI%2BFelaR4%3D", "note": "", "contentType": "application/pdf", "charset": "", "filename": "Beckwith et al. - 2017 - Regulation of sleep homeostasis by sexual arousal.pdf", "md5": null, "mtime": null, "tags": [], "relations": {}, "dateAdded": "2026-01-12T07:45:04Z", "dateModified": "2026-01-12T07:45:04Z" } }, { "key": "XW7L7UGA", "version": 198, "library": { "type": "group", "id": 14341, "name": "Quentin Geissmann", "links": { "alternate": { "href": "https://www.zotero.org/groups/quentin_geissmann", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/14341/items/XW7L7UGA", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/quentin_geissmann/items/XW7L7UGA", "type": "text/html" }, "up": { "href": "https://api.zotero.org/groups/14341/items/G33MRR7J", "type": "application/json" } }, "meta": { "createdByUser": { "id": 187996, "username": "qgeissmann", "name": "Quentin Geissmann", "links": { "alternate": { "href": "https://www.zotero.org/qgeissmann", "type": "text/html" } } }, "numChildren": 0 }, "data": { "key": "XW7L7UGA", "version": 198, "parentItem": "G33MRR7J", "itemType": "attachment", "linkMode": "imported_url", "title": "Full Text PDF", "accessDate": "2026-01-12T07:44:57Z", "url": "https://academic.oup.com/bioinformatics/article-pdf/32/18/2863/49020797/bioinformatics_32_18_2863.pdf", "note": "", "contentType": "application/pdf", "charset": "", "filename": "Fan et al. - 2016 - MEANS python package for Moment Expansion Approximation, iNference and Simulation.pdf", "md5": null, "mtime": null, "tags": [], "relations": {}, "dateAdded": "2026-01-12T07:44:57Z", "dateModified": "2026-01-12T07:44:57Z" } }, { "key": "R37M8Z6G", "version": 196, "library": { "type": "group", "id": 14341, "name": "Quentin Geissmann", "links": { "alternate": { "href": "https://www.zotero.org/groups/quentin_geissmann", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/14341/items/R37M8Z6G", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/quentin_geissmann/items/R37M8Z6G", "type": "text/html" }, "up": { "href": "https://api.zotero.org/groups/14341/items/G33MRR7J", "type": "application/json" } }, "meta": { "createdByUser": { "id": 187996, "username": "qgeissmann", "name": "Quentin Geissmann", "links": { "alternate": { "href": "https://www.zotero.org/qgeissmann", "type": "text/html" } } } }, "data": { "key": "R37M8Z6G", "version": 196, "parentItem": "G33MRR7J", "itemType": "attachment", "linkMode": "imported_url", "title": "Snapshot", "accessDate": "2026-01-12T07:44:49Z", "url": "https://doi.org/10.1093/bioinformatics/btw229", "note": "", "contentType": "text/html", "charset": "utf-8", "filename": "btw229.html", "md5": null, "mtime": null, "tags": [], "relations": {}, "dateAdded": "2026-01-12T07:44:49Z", "dateModified": "2026-01-12T07:44:49Z" } }, { "key": "2MQKSQ89", "version": 206, "library": { "type": "group", "id": 14341, "name": "Quentin Geissmann", "links": { "alternate": { "href": "https://www.zotero.org/groups/quentin_geissmann", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/14341/items/2MQKSQ89", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/quentin_geissmann/items/2MQKSQ89", "type": "text/html" } }, "meta": { "createdByUser": { "id": 187996, "username": "qgeissmann", "name": "Quentin Geissmann", "links": { "alternate": { "href": "https://www.zotero.org/qgeissmann", "type": "text/html" } } }, "creatorSummary": "Baghooee", "numChildren": 1 }, "data": { "key": "2MQKSQ89", "version": 206, "itemType": "journalArticle", "title": "Insect Size Matters: Using Image and Dimensions Together Improves Image Classification", "creators": [ { "creatorType": "author", "firstName": "Melika", "lastName": "Baghooee" } ], "abstractNote": "", "publicationTitle": "", "publisher": "", "place": "", "date": "", "volume": "", "issue": "", "section": "", "partNumber": "", "partTitle": "", "pages": "", "series": "", "seriesTitle": "", "seriesText": "", "journalAbbreviation": "", "DOI": "", "citationKey": "", "url": "", "accessDate": "", "PMID": "", "PMCID": "", "ISSN": "", "archive": "", "archiveLocation": "", "shortTitle": "", "language": "en", "libraryCatalog": "Zotero", "callNumber": "", "rights": "", "extra": "", "tags": [], "collections": [], "relations": {}, "dateAdded": "2026-01-12T07:44:45Z", "dateModified": "2026-01-12T07:44:45Z" } }, { "key": "FZBMK8QI", "version": 195, "library": { "type": "group", "id": 14341, "name": "Quentin Geissmann", "links": { "alternate": { "href": "https://www.zotero.org/groups/quentin_geissmann", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/14341/items/FZBMK8QI", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/quentin_geissmann/items/FZBMK8QI", "type": "text/html" }, "up": { "href": "https://api.zotero.org/groups/14341/items/2MQKSQ89", "type": "application/json" } }, "meta": { "createdByUser": { "id": 187996, "username": "qgeissmann", "name": "Quentin Geissmann", "links": { "alternate": { "href": "https://www.zotero.org/qgeissmann", "type": "text/html" } } }, "numChildren": 0 }, "data": { "key": "FZBMK8QI", "version": 195, "parentItem": "2MQKSQ89", "itemType": "attachment", "linkMode": "imported_url", "title": "PDF", "accessDate": "2026-01-12T07:43:29Z", "url": "https://www.biorxiv.org/content/10.1101/2025.06.27.661916v1.full.pdf", "note": "", "contentType": "application/pdf", "charset": "", "filename": "Baghooee - Insect Size Matters Using Image and Dimensions Together Improves Image Classification.pdf", "md5": null, "mtime": null, "tags": [], "relations": {}, "dateAdded": "2026-01-12T07:43:29Z", "dateModified": "2026-01-12T07:44:45Z" } }, { "key": "5T8EGRW4", "version": 196, "library": { "type": "group", "id": 14341, "name": "Quentin Geissmann", "links": { "alternate": { "href": "https://www.zotero.org/groups/quentin_geissmann", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/14341/items/5T8EGRW4", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/quentin_geissmann/items/5T8EGRW4", "type": "text/html" }, "up": { "href": "https://api.zotero.org/groups/14341/items/W73JMCBP", "type": "application/json" } }, "meta": { "createdByUser": { "id": 187996, "username": "qgeissmann", "name": "Quentin Geissmann", "links": { "alternate": { "href": "https://www.zotero.org/qgeissmann", "type": "text/html" } } }, "numChildren": 0 }, "data": { "key": "5T8EGRW4", "version": 196, "parentItem": "W73JMCBP", "itemType": "attachment", "linkMode": "imported_url", "title": "Full Text PDF", "accessDate": "2026-01-12T07:44:40Z", "url": "https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0054072&type=printable", "note": "", "contentType": "application/pdf", "charset": "", "filename": "Geissmann - 2013 - OpenCFU, a New Free and Open-Source Software to Count Cell Colonies and Other Circular Objects.pdf", "md5": null, "mtime": null, "tags": [], "relations": {}, "dateAdded": "2026-01-12T07:44:40Z", "dateModified": "2026-01-12T07:44:40Z" } }, { "key": "IRDJSQK5", "version": 209, "library": { "type": "group", "id": 14341, "name": "Quentin Geissmann", "links": { "alternate": { "href": "https://www.zotero.org/groups/quentin_geissmann", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/14341/items/IRDJSQK5", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/quentin_geissmann/items/IRDJSQK5", "type": "text/html" } }, "meta": { "createdByUser": { "id": 187996, "username": "qgeissmann", "name": "Quentin Geissmann", "links": { "alternate": { "href": "https://www.zotero.org/qgeissmann", "type": "text/html" } } }, "creatorSummary": "Moreira et al.", "numChildren": 1 }, "data": { "key": "IRDJSQK5", "version": 209, "itemType": "journalArticle", "title": "Azomycin produced by Pseudomonas has both phytotoxic and anti-oomycete activity", "creators": [ { "creatorType": "author", "firstName": "Zayda P Morales", "lastName": "Moreira" }, { "creatorType": "author", "firstName": "Kareena", "lastName": "Kak" }, { "creatorType": "author", "firstName": "Zi-Wang", "lastName": "Wei" }, { "creatorType": "author", "firstName": "Daniela", "lastName": "Yanez-Ortuno" }, { "creatorType": "author", "firstName": "Nicole R", "lastName": "Wang" }, { "creatorType": "author", "firstName": "Jason B", "lastName": "Hedges" }, { "creatorType": "author", "firstName": "Melissa Y", "lastName": "Chen" }, { "creatorType": "author", "firstName": "Quentin", "lastName": "Geissmann" }, { "creatorType": "author", "firstName": "Wentao", "lastName": "Zhang" }, { "creatorType": "author", "firstName": "Syama", "lastName": "Chatterton" }, { "creatorType": "author", "firstName": "Katherine S", "lastName": "Ryan" }, { "creatorType": "author", "firstName": "Cara H", "lastName": "Haney" } ], "abstractNote": "Members of the genus Pseudomonas synthesize diverse natural products that contribute to their versatility in free-living and host-associated lifestyles. Here, we characterized the in vivo functions of the nitroimidazole antibiotic azomycin in the genus Pseudomonas. We found that genes with similarity to azomycin biosynthesis genes rohPQRST are prevalent within the Pseudomonas syringae species complex and rarely present in the Pseudomonas fluorescens species complex. Azomycin production was detectable in culture by biocontrol strains Pseudomonas spp. DF41 and CMR5a. Pseudomonas sp. DF41 exhibited anti-oomycete activity that was lost in a ∆rohPQRST mutant. Purified azomycin was sufficient to kill the oomycete pathogens Aphanomyces and Phytophthora. Although DF41 has been studied for its role in biocontrol of plant pathogens, we found that azomycin exhibited phytotoxicity against Pisum sativum (pea) plants at similar concentrations to those that inhibited oomycetes. However, consistent with its use as a biocontrol agent, Pseudomonas sp. DF41 only produced azomycin in planta when pea plants were infected with the oomycete pathogen Aphanomyces euteiches. Our findings suggest dual roles for azomycin in Pseudomonas, functioning both as a biocontrol agent of oomycete pathogens, as well as a phytotoxic molecule with a potential role in plant virulence.", "publicationTitle": "", "publisher": "", "place": "", "date": "", "volume": "", "issue": "", "section": "", "partNumber": "", "partTitle": "", "pages": "", "series": "", "seriesTitle": "", "seriesText": "", "journalAbbreviation": "", "DOI": "", "citationKey": "", "url": "", "accessDate": "", "PMID": "", "PMCID": "", "ISSN": "", "archive": "", "archiveLocation": "", "shortTitle": "", "language": "en", "libraryCatalog": "Zotero", "callNumber": "", "rights": "", "extra": "", "tags": [], "collections": [], "relations": {}, "dateAdded": "2026-01-12T07:44:32Z", "dateModified": "2026-01-12T07:44:32Z" } }, { "key": "TYAD6KRS", "version": 195, "library": { "type": "group", "id": 14341, "name": "Quentin Geissmann", "links": { "alternate": { "href": "https://www.zotero.org/groups/quentin_geissmann", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/14341/items/TYAD6KRS", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/quentin_geissmann/items/TYAD6KRS", "type": "text/html" }, "up": { "href": "https://api.zotero.org/groups/14341/items/IRDJSQK5", "type": "application/json" } }, "meta": { "createdByUser": { "id": 187996, "username": "qgeissmann", "name": "Quentin Geissmann", "links": { "alternate": { "href": "https://www.zotero.org/qgeissmann", "type": "text/html" } } }, "numChildren": 0 }, "data": { "key": "TYAD6KRS", "version": 195, "parentItem": "IRDJSQK5", "itemType": "attachment", "linkMode": "imported_url", "title": "PDF", "accessDate": "2026-01-12T07:43:28Z", "url": "https://journals.asm.org/doi/pdf/10.1128/jb.00292-25", "note": "", "contentType": "application/pdf", "charset": "", "filename": "Moreira et al. - Azomycin produced by Pseudomonas has both phytotoxic and anti-oomycete activity.pdf", "md5": null, "mtime": null, "tags": [], "relations": {}, "dateAdded": "2026-01-12T07:43:28Z", "dateModified": "2026-01-12T07:44:32Z" } }, { "key": "B5R4NSNQ", "version": 196, "library": { "type": "group", "id": 14341, "name": "Quentin Geissmann", "links": { "alternate": { "href": "https://www.zotero.org/groups/quentin_geissmann", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/14341/items/B5R4NSNQ", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/quentin_geissmann/items/B5R4NSNQ", "type": "text/html" } }, "meta": { "createdByUser": { "id": 187996, "username": "qgeissmann", "name": "Quentin Geissmann", "links": { "alternate": { "href": "https://www.zotero.org/qgeissmann", "type": "text/html" } } }, "creatorSummary": "Duvaux et al.", "parsedDate": "2015-01-01", "numChildren": 1 }, "data": { "key": "B5R4NSNQ", "version": 196, "itemType": "journalArticle", "title": "Dynamics of Copy Number Variation in Host Races of the Pea Aphid", "creators": [ { "creatorType": "author", "firstName": "Ludovic", "lastName": "Duvaux" }, { "creatorType": "author", "firstName": "Quentin", "lastName": "Geissmann" }, { "creatorType": "author", "firstName": "Karim", "lastName": "Gharbi" }, { "creatorType": "author", "firstName": "Jing-Jiang", "lastName": "Zhou" }, { "creatorType": "author", "firstName": "Julia", "lastName": "Ferrari" }, { "creatorType": "author", "firstName": "Carole M.", "lastName": "Smadja" }, { "creatorType": "author", "firstName": "Roger K.", "lastName": "Butlin" } ], "abstractNote": "Abstract. Copy number variation (CNV) makes a major contribution to overall genetic variation and is suspected to play an important role in adaptation. How", "publicationTitle": "Molecular Biology and Evolution", "publisher": "", "place": "", "date": "2015/01/01", "volume": "32", "issue": "1", "section": "", "partNumber": "", "partTitle": "", "pages": "63-80", "series": "", "seriesTitle": "", "seriesText": "", "journalAbbreviation": "Mol Biol Evol", "DOI": "10.1093/molbev/msu266", "citationKey": "", "url": "https://dx.doi.org/10.1093/molbev/msu266", "accessDate": "2026-01-12T07:44:21Z", "PMID": "", "PMCID": "", "ISSN": "0737-4038", "archive": "", "archiveLocation": "", "shortTitle": "", "language": "en", "libraryCatalog": "academic.oup.com", "callNumber": "", "rights": "", "extra": "Publisher: Oxford Academic", "tags": [], "collections": [ "LUQ7YU8B" ], "relations": {}, "dateAdded": "2026-01-12T07:44:21Z", "dateModified": "2026-01-12T07:44:21Z" } }, { "key": "G33MRR7J", "version": 196, "library": { "type": "group", "id": 14341, "name": "Quentin Geissmann", "links": { "alternate": { "href": "https://www.zotero.org/groups/quentin_geissmann", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/14341/items/G33MRR7J", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/quentin_geissmann/items/G33MRR7J", "type": "text/html" } }, "meta": { "createdByUser": { "id": 187996, "username": "qgeissmann", "name": "Quentin Geissmann", "links": { "alternate": { "href": "https://www.zotero.org/qgeissmann", "type": "text/html" } } }, "creatorSummary": "Fan et al.", "parsedDate": "2016-09-15", "numChildren": 2 }, "data": { "key": "G33MRR7J", "version": 196, "itemType": "journalArticle", "title": "MEANS: python package for Moment Expansion Approximation, iNference and Simulation", "creators": [ { "creatorType": "author", "firstName": "Sisi", "lastName": "Fan" }, { "creatorType": "author", "firstName": "Quentin", "lastName": "Geissmann" }, { "creatorType": "author", "firstName": "Eszter", "lastName": "Lakatos" }, { "creatorType": "author", "firstName": "Saulius", "lastName": "Lukauskas" }, { "creatorType": "author", "firstName": "Angelique", "lastName": "Ale" }, { "creatorType": "author", "firstName": "Ann C.", "lastName": "Babtie" }, { "creatorType": "author", "firstName": "Paul D. W.", "lastName": "Kirk" }, { "creatorType": "author", "firstName": "Michael P. H.", "lastName": "Stumpf" } ], "abstractNote": "Motivation: Many biochemical systems require stochastic descriptions. Unfortunately these can only be solved for the simplest cases and their direct simulation can become prohibitively expensive, precluding thorough analysis. As an alternative, moment closure approximation methods generate equations for the time-evolution of the system’s moments and apply a closure ansatz to obtain a closed set of differential equations; that can become the basis for the deterministic analysis of the moments of the outputs of stochastic systems.Results: We present a free, user-friendly tool implementing an efficient moment expansion approximation with parametric closures that integrates well with the IPython interactive environment. Our package enables the analysis of complex stochastic systems without any constraints on the number of species and moments studied and the type of rate laws in the system. In addition to the approximation method our package provides numerous tools to help non-expert users in stochastic analysis.Availability and implementation:  https://github.com/theosysbio/meansContacts:  m.stumpf@imperial.ac.uk or e.lakatos13@imperial.ac.ukSupplementary information:  Supplementary data are available at Bioinformatics online.", "publicationTitle": "Bioinformatics", "publisher": "", "place": "", "date": "2016-09-15", "volume": "32", "issue": "18", "section": "", "partNumber": "", "partTitle": "", "pages": "2863-2865", "series": "", "seriesTitle": "", "seriesText": "", "journalAbbreviation": "Bioinformatics", "DOI": "10.1093/bioinformatics/btw229", "citationKey": "", "url": "https://doi.org/10.1093/bioinformatics/btw229", "accessDate": "2026-01-12T07:44:08Z", "PMID": "", "PMCID": "", "ISSN": "1367-4803", "archive": "", "archiveLocation": "", "shortTitle": "MEANS", "language": "", "libraryCatalog": "Silverchair", "callNumber": "", "rights": "", "extra": "", "tags": [], "collections": [ "LUQ7YU8B" ], "relations": {}, "dateAdded": "2026-01-12T07:44:08Z", "dateModified": "2026-01-12T07:44:08Z" } }, { "key": "W73JMCBP", "version": 196, "library": { "type": "group", "id": 14341, "name": "Quentin Geissmann", "links": { "alternate": { "href": "https://www.zotero.org/groups/quentin_geissmann", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/14341/items/W73JMCBP", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/quentin_geissmann/items/W73JMCBP", "type": "text/html" } }, "meta": { "createdByUser": { "id": 187996, "username": "qgeissmann", "name": "Quentin Geissmann", "links": { "alternate": { "href": "https://www.zotero.org/qgeissmann", "type": "text/html" } } }, "creatorSummary": "Geissmann", "parsedDate": "2013-02-15", "numChildren": 1 }, "data": { "key": "W73JMCBP", "version": 196, "itemType": "journalArticle", "title": "OpenCFU, a New Free and Open-Source Software to Count Cell Colonies and Other Circular Objects", "creators": [ { "creatorType": "author", "firstName": "Quentin", "lastName": "Geissmann" } ], "abstractNote": "Counting circular objects such as cell colonies is an important source of information for biologists. Although this task is often time-consuming and subjective, it is still predominantly performed manually. The aim of the present work is to provide a new tool to enumerate circular objects from digital pictures and video streams. Here, I demonstrate that the created program, OpenCFU, is very robust, accurate and fast. In addition, it provides control over the processing parameters and is implemented in an intuitive and modern interface. OpenCFU is a cross-platform and open-source software freely available at http://opencfu.sourceforge.net.", "publicationTitle": "PLOS ONE", "publisher": "", "place": "", "date": "15 Feb 2013", "volume": "8", "issue": "2", "section": "", "partNumber": "", "partTitle": "", "pages": "e54072", "series": "", "seriesTitle": "", "seriesText": "", "journalAbbreviation": "PLOS ONE", "DOI": "10.1371/journal.pone.0054072", "citationKey": "", "url": "https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0054072", "accessDate": "2026-01-12T07:44:07Z", "PMID": "", "PMCID": "", "ISSN": "1932-6203", "archive": "", "archiveLocation": "", "shortTitle": "", "language": "en", "libraryCatalog": "PLoS Journals", "callNumber": "", "rights": "", "extra": "Publisher: Public Library of Science", "tags": [ { "tag": "Algorithms", "type": 1 }, { "tag": "Biologists", "type": 1 }, { "tag": "Computer software", "type": 1 }, { "tag": "Image processing", "type": 1 }, { "tag": "Imaging techniques", "type": 1 }, { "tag": "Open source software", "type": 1 }, { "tag": "Pollen", "type": 1 }, { "tag": "User interfaces", "type": 1 } ], "collections": [ "LUQ7YU8B" ], "relations": {}, "dateAdded": "2026-01-12T07:44:07Z", "dateModified": "2026-01-12T07:44:07Z" } }, { "key": "PHF3S3EY", "version": 195, "library": { "type": "group", "id": 14341, "name": "Quentin Geissmann", "links": { "alternate": { "href": "https://www.zotero.org/groups/quentin_geissmann", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/14341/items/PHF3S3EY", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/quentin_geissmann/items/PHF3S3EY", "type": "text/html" } }, "meta": { "createdByUser": { "id": 187996, "username": "qgeissmann", "name": "Quentin Geissmann", "links": { "alternate": { "href": "https://www.zotero.org/qgeissmann", "type": "text/html" } } }, "creatorSummary": "Beckwith et al.", "parsedDate": "2017-09-12", "numChildren": 1 }, "data": { "key": "PHF3S3EY", "version": 195, "itemType": "journalArticle", "title": "Regulation of sleep homeostasis by sexual arousal", "creators": [ { "creatorType": "author", "firstName": "Esteban J", "lastName": "Beckwith" }, { "creatorType": "author", "firstName": "Quentin", "lastName": "Geissmann" }, { "creatorType": "author", "firstName": "Alice S", "lastName": "French" }, { "creatorType": "author", "firstName": "Giorgio F", "lastName": "Gilestro" }, { "creatorType": "editor", "firstName": "Leslie C", "lastName": "Griffith" } ], "abstractNote": "In all animals, sleep pressure is under continuous tight regulation. It is universally accepted that this regulation arises from a two-process model, integrating both a circadian and a homeostatic controller. Here we explore the role of environmental social signals as a third, parallel controller of sleep homeostasis and sleep pressure. We show that, in Drosophila melanogaster males, sleep pressure after sleep deprivation can be counteracted by raising their sexual arousal, either by engaging the flies with prolonged courtship activity or merely by exposing them to female pheromones.", "publicationTitle": "eLife", "publisher": "", "place": "", "date": "2017-09-12", "volume": "6", "issue": "", "section": "", "partNumber": "", "partTitle": "", "pages": "e27445", "series": "", "seriesTitle": "", "seriesText": "", "journalAbbreviation": "", "DOI": "10.7554/eLife.27445", "citationKey": "", "url": "https://doi.org/10.7554/eLife.27445", "accessDate": "2026-01-12T07:44:04Z", "PMID": "", "PMCID": "", "ISSN": "2050-084X", "archive": "", "archiveLocation": "", "shortTitle": "", "language": "", "libraryCatalog": "eLife", "callNumber": "", "rights": "", "extra": "Publisher: eLife Sciences Publications, Ltd", "tags": [ { "tag": "behaviour", "type": 1 }, { "tag": "sex", "type": 1 }, { "tag": "sleep", "type": 1 } ], "collections": [ "LUQ7YU8B" ], "relations": {}, "dateAdded": "2026-01-12T07:44:05Z", "dateModified": "2026-01-12T07:44:05Z" } }, { "key": "6ZW6CTF4", "version": 195, "library": { "type": "group", "id": 14341, "name": "Quentin Geissmann", "links": { "alternate": { "href": "https://www.zotero.org/groups/quentin_geissmann", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/14341/items/6ZW6CTF4", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/quentin_geissmann/items/6ZW6CTF4", "type": "text/html" }, "up": { "href": "https://api.zotero.org/groups/14341/items/9QPLWJXW", "type": "application/json" } }, "meta": { "createdByUser": { "id": 187996, "username": "qgeissmann", "name": "Quentin Geissmann", "links": { "alternate": { "href": "https://www.zotero.org/qgeissmann", "type": "text/html" } } } }, "data": { "key": "6ZW6CTF4", "version": 195, "parentItem": "9QPLWJXW", "itemType": "attachment", "linkMode": "imported_url", "title": "ScienceDirect Snapshot", "accessDate": "2026-01-12T07:44:04Z", "url": "https://www.sciencedirect.com/science/article/pii/S1574954123003072", "note": "", "contentType": "text/html", "charset": "utf-8", "filename": "S1574954123003072.html", "md5": null, "mtime": null, "tags": [], "relations": {}, "dateAdded": "2026-01-12T07:44:04Z", "dateModified": "2026-01-12T07:44:04Z" } } ]