{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:G4YB6JLEXHFHNT54WH54IGOERX","merge_version":"pith-open-graph-merge-v1","event_count":2,"valid_event_count":2,"invalid_event_count":0,"equivocation_count":0,"current":{"canonical_record":{"metadata":{"abstract_canon_sha256":"0d5380f90dd831ea75eb8c8df1d99bce0bfb778572d8935ea622e701b5cd2eed","cross_cats_sorted":["cs.IR"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2026-01-23T18:39:55Z","title_canon_sha256":"dcf32f28501aeea10df59e41df684acc525dce64f89a3345ef6cb657db31d618"},"schema_version":"1.0","source":{"id":"2601.16967","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2601.16967","created_at":"2026-07-16T01:22:33Z"},{"alias_kind":"arxiv_version","alias_value":"2601.16967v1","created_at":"2026-07-16T01:22:33Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2601.16967","created_at":"2026-07-16T01:22:33Z"},{"alias_kind":"pith_short_12","alias_value":"G4YB6JLEXHFH","created_at":"2026-07-16T01:22:33Z"},{"alias_kind":"pith_short_16","alias_value":"G4YB6JLEXHFHNT54","created_at":"2026-07-16T01:22:33Z"},{"alias_kind":"pith_short_8","alias_value":"G4YB6JLE","created_at":"2026-07-16T01:22:33Z"}],"graph_snapshots":[{"event_id":"sha256:ab4193703649994ca711e7786384a4678dc6dcf47ce2da693ecfbe606fc5a749","target":"graph","created_at":"2026-07-16T01:22:33Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"graph_snapshot":{"author_claims":{"count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","strong_count":0},"builder_version":"pith-number-builder-2026-05-17-v1","claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"integrity":{"available":true,"clean":true,"detectors_run":[],"endpoint":"/pith/2601.16967/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"In low- and middle-income countries (LMICs), a significant proportion of medical diagnostic equipment remains underutilized or non-functional due to a lack of timely maintenance, limited access to technical expertise, and minimal support from manufacturers, particularly for devices acquired through third-party vendors or donations. This challenge contributes to increased equipment downtime, delayed diagnoses, and compromised patient care. This research explores the development and validation of an AI-powered support platform designed to assist biomedical technicians in diagnosing and repairing","authors_text":"Ahmed Tahiru Issah, Bernes Lorier Atabonfack, Clemence Ingabire, Maruf Adewole, Mohammed Hardi Abdul Baaki, Timothy X Brown, Tolulope Olusuyi, Udunna C. Anazodo","cross_cats":["cs.IR"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2026-01-23T18:39:55Z","title":"Empowering Medical Equipment Sustainability in Low-Resource Settings: An AI-Powered Diagnostic and Support Platform for Biomedical Technicians"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2601.16967","kind":"arxiv","version":1},"verdict":{"created_at":null,"id":null,"model_set":{},"one_line_summary":"","pipeline_version":null,"pith_extraction_headline":"","strongest_claim":"","weakest_assumption":""}},"verdict_id":null}}],"author_attestations":[],"timestamp_anchors":[],"storage_attestations":[],"citation_signatures":[],"replication_records":[],"corrections":[],"mirror_hints":[],"record_created":{"event_id":"sha256:3c5cdd222064768f1629e910fe00c599ee9e25fea02d697329c6b038478aad4d","target":"record","created_at":"2026-07-16T01:22:33Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"attestation_state":"computed","canonical_record":{"metadata":{"abstract_canon_sha256":"0d5380f90dd831ea75eb8c8df1d99bce0bfb778572d8935ea622e701b5cd2eed","cross_cats_sorted":["cs.IR"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2026-01-23T18:39:55Z","title_canon_sha256":"dcf32f28501aeea10df59e41df684acc525dce64f89a3345ef6cb657db31d618"},"schema_version":"1.0","source":{"id":"2601.16967","kind":"arxiv","version":1}},"canonical_sha256":"37301f2564b9ca76cfbcb1fbc419c48dd67d3e0d08ba0f79e27a632d81bea9fd","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"37301f2564b9ca76cfbcb1fbc419c48dd67d3e0d08ba0f79e27a632d81bea9fd","first_computed_at":"2026-07-16T01:22:33.812351Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-16T01:22:33.812351Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"PiYvbfzUFLYeBxl2OMNPCV5sTjvM8JNhjmaek0QyIMN+D8JoqpghTSk/o9Imj8FudAkjt0guczI7RDrjmN9XAA==","signature_status":"signed_v1","signed_at":"2026-07-16T01:22:33.814057Z","signed_message":"canonical_sha256_bytes"},"source_id":"2601.16967","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:3c5cdd222064768f1629e910fe00c599ee9e25fea02d697329c6b038478aad4d","sha256:ab4193703649994ca711e7786384a4678dc6dcf47ce2da693ecfbe606fc5a749"],"state_sha256":"de3946317f3c2e9594c4ae5a986c0d659047a68b8e68d4d6dbf12224eb5791be"}