{"schema":"https://pith.science/schemas/pith-integrity/v1.json","pith_number":"2605.15932","arxiv_id":"2605.15932","integrity":{"available":true,"endpoint":"/pith/2605.15932/integrity.json","summary":{"critical":19,"advisory":6,"informational":0,"by_detector":{"doi_compliance":{"total":25,"critical":19,"advisory":6,"informational":0}}},"clean":false,"detectors_run":[{"name":"claim_evidence","version":"1.0.0","status":"completed","ran_at":"2026-05-20T17:02:07.704489Z","findings_count":0},{"name":"doi_title_agreement","version":"1.0.0","status":"completed","ran_at":"2026-05-20T16:31:25.610075Z","findings_count":0},{"name":"doi_compliance","version":"1.0.0","status":"completed","ran_at":"2026-05-20T16:24:41.520038Z","findings_count":25},{"name":"ai_meta_artifact","version":"1.0.0","status":"skipped","ran_at":"2026-05-19T17:33:46.541530Z","findings_count":0}],"findings":[{"detector":"doi_compliance","finding_type":"unresolvable_identifier","severity":"critical","verdict_class":"cross_source","note":"Identifier '10.1039/d3dd00002h1' is syntactically valid but the DOI registry (doi.org) returned 404, and Crossref / OpenAlex / internal corpus also have no record. 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The cited work could not be located through any authoritative source.","detected_doi":"10.1109/tvcg.2013.1732","detected_arxiv_id":null,"ref_index":12,"audited_at":"2026-05-20T16:24:41.520038Z"},{"detector":"doi_compliance","finding_type":"unresolvable_identifier","severity":"critical","verdict_class":"cross_source","note":"Identifier '10.1186/s13321-024-00840-12' is syntactically valid but the DOI registry (doi.org) returned 404, and Crossref / OpenAlex / internal corpus also have no record. The cited work could not be located through any authoritative source.","detected_doi":"10.1186/s13321-024-00840-12","detected_arxiv_id":null,"ref_index":15,"audited_at":"2026-05-20T16:24:41.520038Z"},{"detector":"doi_compliance","finding_type":"unresolvable_identifier","severity":"critical","verdict_class":"cross_source","note":"Identifier '10.1186/s13321-024-00892-32' is syntactically valid but the DOI registry (doi.org) returned 404, and Crossref / OpenAlex / internal corpus also have no record. The cited work could not be located through any authoritative source.","detected_doi":"10.1186/s13321-024-00892-32","detected_arxiv_id":null,"ref_index":19,"audited_at":"2026-05-20T16:24:41.520038Z"},{"detector":"doi_compliance","finding_type":"unresolvable_identifier","severity":"critical","verdict_class":"cross_source","note":"Identifier '10.1021/acs.jmedchem.9b011012' is syntactically valid but the DOI registry (doi.org) returned 404, and Crossref / OpenAlex / internal corpus also have no record. The cited work could not be located through any authoritative source.","detected_doi":"10.1021/acs.jmedchem.9b011012","detected_arxiv_id":null,"ref_index":25,"audited_at":"2026-05-20T16:24:41.520038Z"},{"detector":"doi_compliance","finding_type":"unresolvable_identifier","severity":"critical","verdict_class":"cross_source","note":"Identifier '10.1007/s10462-022-10246-w2' is syntactically valid but the DOI registry (doi.org) returned 404, and Crossref / OpenAlex / internal corpus also have no record. The cited work could not be located through any authoritative source.","detected_doi":"10.1007/s10462-022-10246-w2","detected_arxiv_id":null,"ref_index":22,"audited_at":"2026-05-20T16:24:41.520038Z"},{"detector":"doi_compliance","finding_type":"unresolvable_identifier","severity":"critical","verdict_class":"cross_source","note":"Identifier '10.1186/s13321-024-00924-y1' is syntactically valid but the DOI registry (doi.org) returned 404, and Crossref / OpenAlex / internal corpus also have no record. The cited work could not be located through any authoritative source.","detected_doi":"10.1186/s13321-024-00924-y1","detected_arxiv_id":null,"ref_index":23,"audited_at":"2026-05-20T16:24:41.520038Z"},{"detector":"doi_compliance","finding_type":"recoverable_identifier","severity":"advisory","verdict_class":"incontrovertible","note":"DOI in the printed bibliography is fragmented by whitespace or line breaks. A longer candidate (10.1016/j.js-bmb.2011.05.0024) was visible in the surrounding text but could not be confirmed against doi.org as printed.","detected_doi":"10.1016/j.js-bmb.2011.05.0024","detected_arxiv_id":null,"ref_index":27,"audited_at":"2026-05-20T16:24:41.520038Z"},{"detector":"doi_compliance","finding_type":"unresolvable_identifier","severity":"critical","verdict_class":"cross_source","note":"Identifier '10.1186/s13321-022-00667-82' is syntactically valid but the DOI registry (doi.org) returned 404, and Crossref / OpenAlex / internal corpus also have no record. The cited work could not be located through any authoritative source.","detected_doi":"10.1186/s13321-022-00667-82","detected_arxiv_id":null,"ref_index":30,"audited_at":"2026-05-20T16:24:41.520038Z"},{"detector":"doi_compliance","finding_type":"unresolvable_identifier","severity":"critical","verdict_class":"cross_source","note":"Identifier '10.1021/acs.est.6c003502' is syntactically valid but the DOI registry (doi.org) returned 404, and Crossref / OpenAlex / internal corpus also have no record. The cited work could not be located through any authoritative source.","detected_doi":"10.1021/acs.est.6c003502","detected_arxiv_id":null,"ref_index":33,"audited_at":"2026-05-20T16:24:41.520038Z"}],"snapshot_sha256":"1e5a017bff782d6f1e17010cd5836c3522f238019e73acb6ea6ea4315d82df8a"},"events":[{"event_id":5288,"event_type":"pith.integrity.v1","payload_sha256":"fd8379843e8505460944e0c45ef387563cfed8b8cd0c2bf95b21e8f07ecc1b48","signature_b64":"WgmnNh79+F59PKDeNEomqB0vptLrq7Je4z65aP7Pca6goxvPWifO8eV4/+osdLdDHkyDkP5eKU/QyJUAWqMaBQ==","signing_key_id":"pith-v1-2026-05","created_at":"2026-05-20T16:28:13.737083+00:00","payload":{"note":"Identifier '10.1021/acs.est.5c005101' is syntactically valid but the DOI registry (doi.org) returned 404, and Crossref / OpenAlex / internal corpus also have no record. The cited work could not be located through any authoritative source.","snippet":"Y . Wang, J. Dong, Y . Zhou, Y . Cheng, X. Zhao, W. J. G. M. Peij- nenburg, M. G. Vijver, K. M. Y . Leung, W. 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The cited work could not be located through any authoritative source.","snippet":"H. Wang, W. Liu, J. Chen, S. Ji, and G. Bi. ParetoGen: Genera- tive Machine Learning Models To Push the Pareto Optimal Frontier of Functionality-Hazard Trade-offs in Per- and Polyfluoroalkyl Sub- stances Green Alternative Designs.Environmen","arxiv_id":"2605.15932","detector":"doi_compliance","evidence":{"doi":"10.1021/acs.est.6c003502","arxiv_id":null,"ref_index":33,"raw_excerpt":"H. Wang, W. Liu, J. Chen, S. Ji, and G. Bi. 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The cited work could not be located through any authoritative source.","snippet":"D. C. Vieira, F. S. Paula, L. E. Yaginuma, and G. Fonseca. iMESc – an interactive machine learning app for environmental sciences.Frontiers in Environmental Science, 13, 2025. doi:10.3389/fenvs.2025.15332921","arxiv_id":"2605.15932","detector":"doi_compliance","evidence":{"doi":"10.3389/fenvs.2025.15332921","arxiv_id":null,"ref_index":32,"raw_excerpt":"D. C. Vieira, F. S. Paula, L. E. Yaginuma, and G. 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A longer candidate (10.48550/ARXIV.2310.092672) was visible in the surrounding text but could not be confirmed against doi.org as printed.","snippet":"A. Tripp and J. M. Hern ´andez-Lobato. Genetic algorithms are strong baselines for molecule generation, 2023. doi:10.48550/ARXIV.2310. 092672","arxiv_id":"2605.15932","detector":"doi_compliance","evidence":{"ref_index":31,"verdict_class":"incontrovertible","resolved_title":null,"printed_excerpt":"A. Tripp and J. M. Hern ´andez-Lobato. 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The cited work could not be located through any authoritative source.","snippet":"I. Sundin, A. V oronov, H. Xiao, K. Papadopoulos, E. J. Bjerrum, M. Heinonen, A. Patronov, S. Kaski, and O. Engkvist. Human-in-the- loop assisted de novo molecular design.Journal of Cheminformatics, 14(1):86, 2022. doi:10.1186/s13321-022-00","arxiv_id":"2605.15932","detector":"doi_compliance","evidence":{"doi":"10.1186/s13321-022-00667-82","arxiv_id":null,"ref_index":30,"raw_excerpt":"I. Sundin, A. V oronov, H. Xiao, K. Papadopoulos, E. J. Bjerrum, M. Heinonen, A. Patronov, S. Kaski, and O. Engkvist. 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A longer candidate (10.1021/acs.estlett.5c012171) was visible in the surrounding text but could not be confirmed against doi.org as printed.","snippet":"C. Seller-Brison, F. Weissbach, K. Jorner, M. Scheringer, and K. Fen- ner. Hazard Assessment of Antioxidants as Contaminants of Concern. Environmental Science & Technology Letters, 2026. doi:10.1021/acs. estlett.5c012171, 4","arxiv_id":"2605.15932","detector":"doi_compliance","evidence":{"ref_index":29,"verdict_class":"incontrovertible","resolved_title":null,"printed_excerpt":"C. Seller-Brison, F. Weissbach, K. Jorner, M. Scheringer, and K. Fen- ner. Hazard Assessment of Antioxidants as Contaminants of Concern. 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The cited work could not be located through any authoritative source.","snippet":"M. V . Sabando, P. Ulbrich, M. Selzer, J. Byska, J. Mican, I. Ponzoni, A. J. Soto, M. L. Ganuza, and B. Kozlikova. ChemV A: Interactive Visual Analysis of Chemical Compound Similarity in Virtual Screen- ing.IEEE Transactions on Visualizatio","arxiv_id":"2605.15932","detector":"doi_compliance","evidence":{"doi":"10.1109/tvcg.2020.30304382","arxiv_id":null,"ref_index":28,"raw_excerpt":"M. V . Sabando, P. Ulbrich, M. Selzer, J. Byska, J. Mican, I. Ponzoni, A. J. Soto, M. L. Ganuza, and B. Kozlikova. 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The cited work could not be located through any authoritative source.","snippet":"R. Rodr ´ıguez-P´erez and J. Bajorath. Interpretation of Compound Ac- tivity Predictions from Complex Machine Learning Models Using Lo- cal Approximations and Shapley Values.Journal of Medicinal Chem- istry, 63(16):8761–8777, 2020. doi:10.1","arxiv_id":"2605.15932","detector":"doi_compliance","evidence":{"doi":"10.1021/acs.jmedchem.9b011012","arxiv_id":null,"ref_index":25,"raw_excerpt":"R. Rodr ´ıguez-P´erez and J. Bajorath. 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The cited work could not be located through any authoritative source.","snippet":"Y . Nahal, J. Menke, J. Martinelli, M. Heinonen, M. Kabeshov, J. P. Janet, E. Nittinger, O. Engkvist, and S. Kaski. Human-in-the-loop ac- tive learning for goal-oriented molecule generation.Journal of Chem- informatics, 16(1):138, 2024. doi","arxiv_id":"2605.15932","detector":"doi_compliance","evidence":{"doi":"10.1186/s13321-024-00924-y1","arxiv_id":null,"ref_index":23,"raw_excerpt":"Y . Nahal, J. Menke, J. Martinelli, M. Heinonen, M. Kabeshov, J. P. Janet, E. Nittinger, O. Engkvist, and S. Kaski. 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The cited work could not be located through any authoritative source.","snippet":"doi:10.1007/s10462-022-10246-w2","arxiv_id":"2605.15932","detector":"doi_compliance","evidence":{"doi":"10.1007/s10462-022-10246-w2","arxiv_id":null,"ref_index":22,"raw_excerpt":"doi:10.1007/s10462-022-10246-w2","verdict_class":"cross_source","checked_sources":["crossref_by_doi","openalex_by_doi","doi_org_head"]},"severity":"critical","ref_index":22,"audited_at":"2026-05-20T16:24:41.520038Z","event_type":"pith.integrity.v1","detected_doi":"10.1007/s10462-022-10246-w2","detector_url":"https://pith.science/pith-integrity-protocol#doi_compliance","external_url":null,"finding_type":"unresolvable_identifier","evidence_hash":"9c9d74ce19383a416f7192b9832219320df071efb8d64069bc42f093527df7c3","paper_version":1,"verdict_class":"cross_source","resolved_title":null,"detector_version":"1.0.0","detected_arxiv_id":null}},{"event_id":5277,"event_type":"pith.integrity.v1","payload_sha256":"72c8b8f93fd21ec6ee5a5015790e46b5335b6be6554979b3baa8e8bb5d901003","signature_b64":"Z12tf5SRrophhW0Wy3qhfZf+7Y+ZwYVRScKKN0a91jOhL+ZOVDaTlCrEwTV2VZVplIp4bXwQZCZPeW3fAmyNDg==","signing_key_id":"pith-v1-2026-05","created_at":"2026-05-20T16:28:13.718121+00:00","payload":{"note":"Identifier '10.1186/s13321-024-00892-32' is syntactically valid but the DOI registry (doi.org) returned 404, and Crossref / OpenAlex / internal corpus also have no record. The cited work could not be located through any authoritative source.","snippet":"J. Menke, Y . Nahal, E. J. Bjerrum, M. Kabeshov, S. Kaski, and O. En- gkvist. Metis: a python-based user interface to collect expert feed- back for generative chemistry models.Journal of Cheminformatics, 16(1):100, 2024. doi:10.1186/s13321-","arxiv_id":"2605.15932","detector":"doi_compliance","evidence":{"doi":"10.1186/s13321-024-00892-32","arxiv_id":null,"ref_index":19,"raw_excerpt":"J. Menke, Y . Nahal, E. J. Bjerrum, M. Kabeshov, S. Kaski, and O. En- gkvist. 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The cited work could not be located through any authoritative source.","snippet":"M. Jain, T. Deleu, J. Hartford, C.-H. Liu, A. Hernandez-Garcia, and Y . Bengio. GFlowNets for AI-driven scientific discovery.Digital Discovery, 2(3):557–577, 2023. doi:10.1039/D3DD00002H1, 2","arxiv_id":"2605.15932","detector":"doi_compliance","evidence":{"doi":"10.1039/d3dd00002h1","arxiv_id":null,"ref_index":16,"raw_excerpt":"M. Jain, T. Deleu, J. Hartford, C.-H. Liu, A. Hernandez-Garcia, and Y . Bengio. 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The cited work could not be located through any authoritative source.","snippet":"C. Humer, R. Nicholls, H. Heberle, M. Heckmann, M. P ¨uhringer, T. Wolf, M. L¨ubbesmeyer, J. Heinrich, J. Hillenbrand, G. V olpin, and M. Streit. CIME4R: Exploring iterative, AI-guided chemical reaction optimization campaigns in their param","arxiv_id":"2605.15932","detector":"doi_compliance","evidence":{"doi":"10.1186/s13321-024-00840-12","arxiv_id":null,"ref_index":15,"raw_excerpt":"C. Humer, R. Nicholls, H. Heberle, M. Heckmann, M. P ¨uhringer, T. Wolf, M. L¨ubbesmeyer, J. Heinrich, J. Hillenbrand, G. V olpin, and M. Streit. 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A longer candidate (10.1186/s13321-022-00600-z2) was visible in the surrounding text but could not be confirmed against doi.org as printed.","snippet":"C. Humer, H. Heberle, F. Montanari, T. Wolf, F. Huber, R. Hender- son, J. Heinrich, and M. Streit. ChemInformatics Model Explorer (CIME): exploratory analysis of chemical model explanations.Jour- nal of Cheminformatics, 14(1):21, 2022. doi:","arxiv_id":"2605.15932","detector":"doi_compliance","evidence":{"ref_index":14,"verdict_class":"incontrovertible","resolved_title":null,"printed_excerpt":"C. Humer, H. Heberle, F. Montanari, T. Wolf, F. Huber, R. Hender- son, J. Heinrich, and M. Streit. 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A longer candidate (10.1287/isre.2024.11541) was visible in the surrounding text but could not be confirmed against doi.org as printed.","snippet":"J. He, C. Hua, Y . Wang, and Z. Zheng. Collaborative Intelligence in Sequential Experiments: A Human-in-the-Loop Framework for Drug Discovery.Information Systems Research, 2025. doi:10.1287/isre.2024 .11541","arxiv_id":"2605.15932","detector":"doi_compliance","evidence":{"ref_index":13,"verdict_class":"incontrovertible","resolved_title":null,"printed_excerpt":"J. He, C. Hua, Y . Wang, and Z. Zheng. Collaborative Intelligence in Sequential Experiments: A Human-in-the-Loop Framework for Drug Discovery.Information Systems Research, 2025. doi:10.1287/isre.2024 .11541","reconstructed_doi":"10.1287/isre.2024.11541"},"severity":"advisory","ref_index":13,"audited_at":"2026-05-20T16:24:41.520038Z","event_type":"pith.integrity.v1","detected_doi":"10.1287/isre.2024.11541","detector_url":"https://pith.science/pith-integrity-protocol#doi_compliance","external_url":null,"finding_type":"recoverable_identifier","evidence_hash":"8e283823a581d9334556f4635062790215ed957d4459a90e54a880f764b2f464","paper_version":1,"verdict_class":"incontrovertible","resolved_title":null,"detector_version":"1.0.0","detected_arxiv_id":null}},{"event_id":5272,"event_type":"pith.integrity.v1","payload_sha256":"00b3190a56c3caa1bdaa96451adaadc201c13c88859e7aaa3cc5126bc18d7a22","signature_b64":"z8fyhBZIBRb7mAl6fABCPukqS/Vz8prOkm8QcotpbfcLPCa5q54X14tMvmgXCGTQV3v100I/anDJZqcV/yQLCA==","signing_key_id":"pith-v1-2026-05","created_at":"2026-05-20T16:28:13.710471+00:00","payload":{"note":"Identifier '10.1109/tvcg.2013.1732' is syntactically valid but the DOI registry (doi.org) returned 404, and Crossref / OpenAlex / internal corpus also have no record. The cited work could not be located through any authoritative source.","snippet":"S. Gratzl, A. Lex, N. Gehlenborg, H. Pfister, and M. Streit. LineUp: Visual Analysis of Multi-Attribute Rankings.IEEE Transactions on Visualization and Computer Graphics, 19(12):2277–2286, 2013. doi: 10.1109/TVCG.2013.1732","arxiv_id":"2605.15932","detector":"doi_compliance","evidence":{"doi":"10.1109/tvcg.2013.1732","arxiv_id":null,"ref_index":12,"raw_excerpt":"S. Gratzl, A. Lex, N. Gehlenborg, H. Pfister, and M. Streit. 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