{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2022:4E5G2MR5BFR6RULJEEDJ3B4YRA","short_pith_number":"pith:4E5G2MR5","schema_version":"1.0","canonical_sha256":"e13a6d323d0963e8d16921069d87988815eff7045e878e3e40f01e0cd46dfc68","source":{"kind":"arxiv","id":"2207.06914","version":1},"attestation_state":"computed","paper":{"title":"An Investigation on Non-Invasive Brain-Computer Interfaces: Emotiv Epoc+ Neuroheadset and Its Effectiveness","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI","cs.CY","cs.HC","cs.LG","q-bio.NC"],"primary_cat":"eess.SP","authors_text":"Hossain Shahriar, Maria Valero, Md Jobair Hossain Faruk","submitted_at":"2022-06-24T05:45:48Z","abstract_excerpt":"In this study, we illustrate the progress of BCI research and present scores of unveiled contemporary approaches. First, we explore a decoding natural speech approach that is designed to decode human speech directly from the human brain onto a digital screen introduced by Facebook Reality Lab and University of California San Francisco. Then, we study a recently presented visionary project to control the human brain using Brain-Machine Interfaces (BMI) approach. We also investigate well-known electroencephalography (EEG) based Emotiv Epoc+ Neuroheadset to identify six emotional parameters inclu"},"verification_status":{"content_addressed":true,"pith_receipt":true,"author_attested":false,"weak_author_claims":0,"strong_author_claims":0,"externally_anchored":false,"storage_verified":false,"citation_signatures":0,"replication_records":0,"graph_snapshot":true,"references_resolved":false,"formal_links_present":false},"canonical_record":{"source":{"id":"2207.06914","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"eess.SP","submitted_at":"2022-06-24T05:45:48Z","cross_cats_sorted":["cs.AI","cs.CY","cs.HC","cs.LG","q-bio.NC"],"title_canon_sha256":"3821336959ba9eb1bb242686a83ae7bfbcb8a492f8b61a6e9a2e08ff72930059","abstract_canon_sha256":"1510928384d724ffd5013cac7a99285b9e8f08c82e999910e732e913a8468850"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T04:40:19.013880Z","signature_b64":"ohMGX5YpGdQK+x2f5bADfK7XgwKHP5betMLrqECqMw8WgH1hv4QUBAZyTT4PSs1fTVseQyYY4B6DwZpAf2n1CA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"e13a6d323d0963e8d16921069d87988815eff7045e878e3e40f01e0cd46dfc68","last_reissued_at":"2026-07-05T04:40:19.013409Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T04:40:19.013409Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"An Investigation on Non-Invasive Brain-Computer Interfaces: Emotiv Epoc+ Neuroheadset and Its Effectiveness","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI","cs.CY","cs.HC","cs.LG","q-bio.NC"],"primary_cat":"eess.SP","authors_text":"Hossain Shahriar, Maria Valero, Md Jobair Hossain Faruk","submitted_at":"2022-06-24T05:45:48Z","abstract_excerpt":"In this study, we illustrate the progress of BCI research and present scores of unveiled contemporary approaches. First, we explore a decoding natural speech approach that is designed to decode human speech directly from the human brain onto a digital screen introduced by Facebook Reality Lab and University of California San Francisco. Then, we study a recently presented visionary project to control the human brain using Brain-Machine Interfaces (BMI) approach. We also investigate well-known electroencephalography (EEG) based Emotiv Epoc+ Neuroheadset to identify six emotional parameters inclu"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2207.06914","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2207.06914/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"aliases":[{"alias_kind":"arxiv","alias_value":"2207.06914","created_at":"2026-07-05T04:40:19.013472+00:00"},{"alias_kind":"arxiv_version","alias_value":"2207.06914v1","created_at":"2026-07-05T04:40:19.013472+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2207.06914","created_at":"2026-07-05T04:40:19.013472+00:00"},{"alias_kind":"pith_short_12","alias_value":"4E5G2MR5BFR6","created_at":"2026-07-05T04:40:19.013472+00:00"},{"alias_kind":"pith_short_16","alias_value":"4E5G2MR5BFR6RULJ","created_at":"2026-07-05T04:40:19.013472+00:00"},{"alias_kind":"pith_short_8","alias_value":"4E5G2MR5","created_at":"2026-07-05T04:40:19.013472+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":0,"internal_anchor_count":0,"sample":[]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/4E5G2MR5BFR6RULJEEDJ3B4YRA","json":"https://pith.science/pith/4E5G2MR5BFR6RULJEEDJ3B4YRA.json","graph_json":"https://pith.science/api/pith-number/4E5G2MR5BFR6RULJEEDJ3B4YRA/graph.json","events_json":"https://pith.science/api/pith-number/4E5G2MR5BFR6RULJEEDJ3B4YRA/events.json","paper":"https://pith.science/paper/4E5G2MR5"},"agent_actions":{"view_html":"https://pith.science/pith/4E5G2MR5BFR6RULJEEDJ3B4YRA","download_json":"https://pith.science/pith/4E5G2MR5BFR6RULJEEDJ3B4YRA.json","view_paper":"https://pith.science/paper/4E5G2MR5","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=2207.06914&json=true","fetch_graph":"https://pith.science/api/pith-number/4E5G2MR5BFR6RULJEEDJ3B4YRA/graph.json","fetch_events":"https://pith.science/api/pith-number/4E5G2MR5BFR6RULJEEDJ3B4YRA/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/4E5G2MR5BFR6RULJEEDJ3B4YRA/action/timestamp_anchor","attest_storage":"https://pith.science/pith/4E5G2MR5BFR6RULJEEDJ3B4YRA/action/storage_attestation","attest_author":"https://pith.science/pith/4E5G2MR5BFR6RULJEEDJ3B4YRA/action/author_attestation","sign_citation":"https://pith.science/pith/4E5G2MR5BFR6RULJEEDJ3B4YRA/action/citation_signature","submit_replication":"https://pith.science/pith/4E5G2MR5BFR6RULJEEDJ3B4YRA/action/replication_record"}},"created_at":"2026-07-05T04:40:19.013472+00:00","updated_at":"2026-07-05T04:40:19.013472+00:00"}