{"entity":{"type":"insider","cik":"0001746470","url":"/insider/0001746470","json_url":"/insider/0001746470.json","name":"Taylor Paul Richard","name_source":"as-filed","also_issuer":false,"cross_url":null},"coverage_statement":{"n_transactions":16,"n_filings":2,"first":"2025-09-30","last":"2025-10-21","span_basis":"filed_date"},"name_variants":[{"name":"Taylor Paul Richard","source":"filing","n_filings":2,"first_seen":"2025-09-30","last_seen":"2025-10-21"}],"transactions":[{"id":9290343,"accession":"0001493152-25-018764","txn_seq":15,"anchor":"line-15","filing_url":"/filing/0001493152-25-018764","line_url":"/filing/0001493152-25-018764#line-15","is_derivative":false,"issuer_cik":"0001746470","issuer_name":"Vocodia Holdings Corp","issuer_ticker":"VHAI OTC","issuer_name_source":null,"issuer_url":"/issuer/0001746470","owner_cik":"0001746470","owner_name":"Taylor Paul Richard","owner_display_name":"Taylor Paul Richard","owner_url":"/insider/0001746470","role":"Director, Officer (Chairman and COO), Ten percent owner","role_mark":"D","role_mark_label":"Director","role_mark_generic":"Director","n_reporting_owners":null,"other_reporting_owners":null,"officer_title":"Chairman and COO","security_title":"COMMON STOCK","transaction_code":"P","transaction_label":"Open-market purchase","open_market":true,"acquired_disposed":"A","direction_word":"acquired","shares":110435624.0,"shares_display":"110,435,624","price_per_share":0.0004,"price_display":"0.00","price_state":"stated","total_value":44174.2496,"total_display":"44,174.25","total_whole":"44,174","shares_owned_after":2287053208.0,"shares_owned_after_display":"2,287,053,208","ownership_form":"D","is_10b5_1":null,"transaction_date":"2025-10-17","filed_date":"2025-10-21","scope":"insider"},{"id":9290348,"accession":"0001493152-25-018764","txn_seq":14,"anchor":"line-14","filing_url":"/filing/0001493152-25-018764","line_url":"/filing/0001493152-25-018764#line-14","is_derivative":false,"issuer_cik":"0001746470","issuer_name":"Vocodia Holdings Corp","issuer_ticker":"VHAI OTC","issuer_name_source":null,"issuer_url":"/issuer/0001746470","owner_cik":"0001746470","owner_name":"Taylor Paul Richard","owner_display_name":"Taylor Paul Richard","owner_url":"/insider/0001746470","role":"Director, Officer (Chairman and COO), Ten percent owner","role_mark":"D","role_mark_label":"Director","role_mark_generic":"Director","n_reporting_owners":null,"other_reporting_owners":null,"officer_title":"Chairman and COO","security_title":"COMMON STOCK","transaction_code":"P","transaction_label":"Open-market purchase","open_market":true,"acquired_disposed":"A","direction_word":"acquired","shares":193835235.0,"shares_display":"193,835,235","price_per_share":0.0004,"price_display":"0.00","price_state":"stated","total_value":77534.094,"total_display":"77,534.09","total_whole":"77,534","shares_owned_after":2176616584.0,"shares_owned_after_display":"2,176,616,584","ownership_form":"D","is_10b5_1":null,"transaction_date":"2025-10-16","filed_date":"2025-10-21","scope":"insider"},{"id":9290352,"accession":"0001493152-25-018764","txn_seq":13,"anchor":"line-13","filing_url":"/filing/0001493152-25-018764","line_url":"/filing/0001493152-25-018764#line-13","is_derivative":false,"issuer_cik":"0001746470","issuer_name":"Vocodia Holdings Corp","issuer_ticker":"VHAI OTC","issuer_name_source":null,"issuer_url":"/issuer/0001746470","owner_cik":"0001746470","owner_name":"Taylor Paul Richard","owner_display_name":"Taylor Paul Richard","owner_url":"/insider/0001746470","role":"Director, Officer (Chairman and COO), Ten percent owner","role_mark":"D","role_mark_label":"Director","role_mark_generic":"Director","n_reporting_owners":null,"other_reporting_owners":null,"officer_title":"Chairman and COO","security_title":"COMMON STOCK","transaction_code":"P","transaction_label":"Open-market purchase","open_market":true,"acquired_disposed":"A","direction_word":"acquired","shares":105344098.0,"shares_display":"105,344,098","price_per_share":0.0004,"price_display":"0.00","price_state":"stated","total_value":42137.6392,"total_display":"42,137.64","total_whole":"42,138","shares_owned_after":1982781349.0,"shares_owned_after_display":"1,982,781,349","ownership_form":"D","is_10b5_1":null,"transaction_date":"2025-10-15","filed_date":"2025-10-21","scope":"insider"},{"id":9290350,"accession":"0001493152-25-018764","txn_seq":12,"anchor":"line-12","filing_url":"/filing/0001493152-25-018764","line_url":"/filing/0001493152-25-018764#line-12","is_derivative":false,"issuer_cik":"0001746470","issuer_name":"Vocodia Holdings Corp","issuer_ticker":"VHAI OTC","issuer_name_source":null,"issuer_url":"/issuer/0001746470","owner_cik":"0001746470","owner_name":"Taylor Paul Richard","owner_display_name":"Taylor Paul Richard","owner_url":"/insider/0001746470","role":"Director, Officer (Chairman and COO), Ten percent owner","role_mark":"D","role_mark_label":"Director","role_mark_generic":"Director","n_reporting_owners":null,"other_reporting_owners":null,"officer_title":"Chairman and COO","security_title":"COMMON STOCK","transaction_code":"P","transaction_label":"Open-market purchase","open_market":true,"acquired_disposed":"A","direction_word":"acquired","shares":231871580.0,"shares_display":"231,871,580","price_per_share":0.0004,"price_display":"0.00","price_state":"stated","total_value":92748.632,"total_display":"92,748.63","total_whole":"92,749","shares_owned_after":1788946114.0,"shares_owned_after_display":"1,788,946,114","ownership_form":"D","is_10b5_1":null,"transaction_date":"2025-10-14","filed_date":"2025-10-21","scope":"insider"},{"id":9290349,"accession":"0001493152-25-018764","txn_seq":11,"anchor":"line-11","filing_url":"/filing/0001493152-25-018764","line_url":"/filing/0001493152-25-018764#line-11","is_derivative":false,"issuer_cik":"0001746470","issuer_name":"Vocodia Holdings Corp","issuer_ticker":"VHAI OTC","issuer_name_source":null,"issuer_url":"/issuer/0001746470","owner_cik":"0001746470","owner_name":"Taylor Paul Richard","owner_display_name":"Taylor Paul Richard","owner_url":"/insider/0001746470","role":"Director, Officer (Chairman and COO), Ten percent owner","role_mark":"D","role_mark_label":"Director","role_mark_generic":"Director","n_reporting_owners":null,"other_reporting_owners":null,"officer_title":"Chairman and COO","security_title":"COMMON STOCK","transaction_code":"P","transaction_label":"Open-market purchase","open_market":true,"acquired_disposed":"A","direction_word":"acquired","shares":185578836.0,"shares_display":"185,578,836","price_per_share":0.0003,"price_display":"0.00","price_state":"stated","total_value":55673.6508,"total_display":"55,673.65","total_whole":"55,674","shares_owned_after":1557074534.0,"shares_owned_after_display":"1,557,074,534","ownership_form":"D","is_10b5_1":null,"transaction_date":"2025-10-13","filed_date":"2025-10-21","scope":"insider"},{"id":9290347,"accession":"0001493152-25-018764","txn_seq":10,"anchor":"line-10","filing_url":"/filing/0001493152-25-018764","line_url":"/filing/0001493152-25-018764#line-10","is_derivative":false,"issuer_cik":"0001746470","issuer_name":"Vocodia Holdings Corp","issuer_ticker":"VHAI OTC","issuer_name_source":null,"issuer_url":"/issuer/0001746470","owner_cik":"0001746470","owner_name":"Taylor Paul Richard","owner_display_name":"Taylor Paul Richard","owner_url":"/insider/0001746470","role":"Director, Officer (Chairman and COO), Ten percent owner","role_mark":"D","role_mark_label":"Director","role_mark_generic":"Director","n_reporting_owners":null,"other_reporting_owners":null,"officer_title":"Chairman and COO","security_title":"COMMON STOCK","transaction_code":"P","transaction_label":"Open-market purchase","open_market":true,"acquired_disposed":"A","direction_word":"acquired","shares":130026450.0,"shares_display":"130,026,450","price_per_share":0.0003,"price_display":"0.00","price_state":"stated","total_value":39007.935,"total_display":"39,007.94","total_whole":"39,008","shares_owned_after":1371495698.0,"shares_owned_after_display":"1,371,495,698","ownership_form":"D","is_10b5_1":null,"transaction_date":"2025-10-10","filed_date":"2025-10-21","scope":"insider"},{"id":9290346,"accession":"0001493152-25-018764","txn_seq":9,"anchor":"line-9","filing_url":"/filing/0001493152-25-018764","line_url":"/filing/0001493152-25-018764#line-9","is_derivative":false,"issuer_cik":"0001746470","issuer_name":"Vocodia Holdings Corp","issuer_ticker":"VHAI OTC","issuer_name_source":null,"issuer_url":"/issuer/0001746470","owner_cik":"0001746470","owner_name":"Taylor Paul Richard","owner_display_name":"Taylor Paul Richard","owner_url":"/insider/0001746470","role":"Director, Officer (Chairman and COO), Ten percent owner","role_mark":"D","role_mark_label":"Director","role_mark_generic":"Director","n_reporting_owners":null,"other_reporting_owners":null,"officer_title":"Chairman and COO","security_title":"COMMON STOCK","transaction_code":"P","transaction_label":"Open-market purchase","open_market":true,"acquired_disposed":"A","direction_word":"acquired","shares":100519879.0,"shares_display":"100,519,879","price_per_share":0.0003,"price_display":"0.00","price_state":"stated","total_value":30155.9637,"total_display":"30,155.96","total_whole":"30,156","shares_owned_after":1241469238.0,"shares_owned_after_display":"1,241,469,238","ownership_form":"D","is_10b5_1":null,"transaction_date":"2025-10-09","filed_date":"2025-10-21","scope":"insider"},{"id":9290345,"accession":"0001493152-25-018764","txn_seq":8,"anchor":"line-8","filing_url":"/filing/0001493152-25-018764","line_url":"/filing/0001493152-25-018764#line-8","is_derivative":false,"issuer_cik":"0001746470","issuer_name":"Vocodia Holdings Corp","issuer_ticker":"VHAI OTC","issuer_name_source":null,"issuer_url":"/issuer/0001746470","owner_cik":"0001746470","owner_name":"Taylor Paul Richard","owner_display_name":"Taylor Paul Richard","owner_url":"/insider/0001746470","role":"Director, Officer (Chairman and COO), Ten percent owner","role_mark":"D","role_mark_label":"Director","role_mark_generic":"Director","n_reporting_owners":null,"other_reporting_owners":null,"officer_title":"Chairman and COO","security_title":"COMMON STOCK","transaction_code":"P","transaction_label":"Open-market purchase","open_market":true,"acquired_disposed":"A","direction_word":"acquired","shares":138982800.0,"shares_display":"138,982,800","price_per_share":0.0003,"price_display":"0.00","price_state":"stated","total_value":41694.84,"total_display":"41,694.84","total_whole":"41,695","shares_owned_after":1140949359.0,"shares_owned_after_display":"1,140,949,359","ownership_form":"D","is_10b5_1":null,"transaction_date":"2025-10-08","filed_date":"2025-10-21","scope":"insider"},{"id":9290340,"accession":"0001493152-25-018764","txn_seq":7,"anchor":"line-7","filing_url":"/filing/0001493152-25-018764","line_url":"/filing/0001493152-25-018764#line-7","is_derivative":false,"issuer_cik":"0001746470","issuer_name":"Vocodia Holdings Corp","issuer_ticker":"VHAI OTC","issuer_name_source":null,"issuer_url":"/issuer/0001746470","owner_cik":"0001746470","owner_name":"Taylor Paul Richard","owner_display_name":"Taylor Paul Richard","owner_url":"/insider/0001746470","role":"Director, Officer (Chairman and COO), Ten percent owner","role_mark":"D","role_mark_label":"Director","role_mark_generic":"Director","n_reporting_owners":null,"other_reporting_owners":null,"officer_title":"Chairman and COO","security_title":"COMMON STOCK","transaction_code":"P","transaction_label":"Open-market purchase","open_market":true,"acquired_disposed":"A","direction_word":"acquired","shares":166870537.0,"shares_display":"166,870,537","price_per_share":0.0003,"price_display":"0.00","price_state":"stated","total_value":50061.1611,"total_display":"50,061.16","total_whole":"50,061","shares_owned_after":1001966559.0,"shares_owned_after_display":"1,001,966,559","ownership_form":"D","is_10b5_1":null,"transaction_date":"2025-10-07","filed_date":"2025-10-21","scope":"insider"},{"id":9290339,"accession":"0001493152-25-018764","txn_seq":6,"anchor":"line-6","filing_url":"/filing/0001493152-25-018764","line_url":"/filing/0001493152-25-018764#line-6","is_derivative":false,"issuer_cik":"0001746470","issuer_name":"Vocodia Holdings Corp","issuer_ticker":"VHAI OTC","issuer_name_source":null,"issuer_url":"/issuer/0001746470","owner_cik":"0001746470","owner_name":"Taylor Paul Richard","owner_display_name":"Taylor Paul Richard","owner_url":"/insider/0001746470","role":"Director, Officer (Chairman and COO), Ten percent owner","role_mark":"D","role_mark_label":"Director","role_mark_generic":"Director","n_reporting_owners":null,"other_reporting_owners":null,"officer_title":"Chairman and COO","security_title":"COMMON STOCK","transaction_code":"P","transaction_label":"Open-market purchase","open_market":true,"acquired_disposed":"A","direction_word":"acquired","shares":199989292.0,"shares_display":"199,989,292","price_per_share":0.0003,"price_display":"0.00","price_state":"stated","total_value":59996.7876,"total_display":"59,996.79","total_whole":"59,997","shares_owned_after":835096022.0,"shares_owned_after_display":"835,096,022","ownership_form":"D","is_10b5_1":null,"transaction_date":"2025-10-06","filed_date":"2025-10-21","scope":"insider"},{"id":9290351,"accession":"0001493152-25-018764","txn_seq":5,"anchor":"line-5","filing_url":"/filing/0001493152-25-018764","line_url":"/filing/0001493152-25-018764#line-5","is_derivative":false,"issuer_cik":"0001746470","issuer_name":"Vocodia Holdings Corp","issuer_ticker":"VHAI OTC","issuer_name_source":null,"issuer_url":"/issuer/0001746470","owner_cik":"0001746470","owner_name":"Taylor Paul Richard","owner_display_name":"Taylor Paul Richard","owner_url":"/insider/0001746470","role":"Director, Officer (Chairman and COO), Ten percent owner","role_mark":"D","role_mark_label":"Director","role_mark_generic":"Director","n_reporting_owners":null,"other_reporting_owners":null,"officer_title":"Chairman and COO","security_title":"COMMON STOCK","transaction_code":"P","transaction_label":"Open-market purchase","open_market":true,"acquired_disposed":"A","direction_word":"acquired","shares":89841141.0,"shares_display":"89,841,141","price_per_share":0.0003,"price_display":"0.00","price_state":"stated","total_value":26952.3423,"total_display":"26,952.34","total_whole":"26,952","shares_owned_after":635106730.0,"shares_owned_after_display":"635,106,730","ownership_form":"D","is_10b5_1":null,"transaction_date":"2025-10-03","filed_date":"2025-10-21","scope":"insider"},{"id":9290338,"accession":"0001493152-25-018764","txn_seq":4,"anchor":"line-4","filing_url":"/filing/0001493152-25-018764","line_url":"/filing/0001493152-25-018764#line-4","is_derivative":false,"issuer_cik":"0001746470","issuer_name":"Vocodia Holdings Corp","issuer_ticker":"VHAI OTC","issuer_name_source":null,"issuer_url":"/issuer/0001746470","owner_cik":"0001746470","owner_name":"Taylor Paul Richard","owner_display_name":"Taylor Paul Richard","owner_url":"/insider/0001746470","role":"Director, Officer (Chairman and COO), Ten percent owner","role_mark":"D","role_mark_label":"Director","role_mark_generic":"Director","n_reporting_owners":null,"other_reporting_owners":null,"officer_title":"Chairman and COO","security_title":"COMMON STOCK","transaction_code":"P","transaction_label":"Open-market purchase","open_market":true,"acquired_disposed":"A","direction_word":"acquired","shares":165865179.0,"shares_display":"165,865,179","price_per_share":0.0003,"price_display":"0.00","price_state":"stated","total_value":49759.5537,"total_display":"49,759.55","total_whole":"49,760","shares_owned_after":545265589.0,"shares_owned_after_display":"545,265,589","ownership_form":"D","is_10b5_1":null,"transaction_date":"2025-10-02","filed_date":"2025-10-21","scope":"insider"},{"id":9290341,"accession":"0001493152-25-018764","txn_seq":3,"anchor":"line-3","filing_url":"/filing/0001493152-25-018764","line_url":"/filing/0001493152-25-018764#line-3","is_derivative":false,"issuer_cik":"0001746470","issuer_name":"Vocodia Holdings Corp","issuer_ticker":"VHAI OTC","issuer_name_source":null,"issuer_url":"/issuer/0001746470","owner_cik":"0001746470","owner_name":"Taylor Paul Richard","owner_display_name":"Taylor Paul Richard","owner_url":"/insider/0001746470","role":"Director, Officer (Chairman and COO), Ten percent owner","role_mark":"D","role_mark_label":"Director","role_mark_generic":"Director","n_reporting_owners":null,"other_reporting_owners":null,"officer_title":"Chairman and COO","security_title":"COMMON STOCK","transaction_code":"P","transaction_label":"Open-market purchase","open_market":true,"acquired_disposed":"A","direction_word":"acquired","shares":232584327.0,"shares_display":"232,584,327","price_per_share":0.0002,"price_display":"0.00","price_state":"stated","total_value":46516.8654,"total_display":"46,516.87","total_whole":"46,517","shares_owned_after":379360410.0,"shares_owned_after_display":"379,360,410","ownership_form":"D","is_10b5_1":null,"transaction_date":"2025-10-01","filed_date":"2025-10-21","scope":"insider"},{"id":9290342,"accession":"0001493152-25-018764","txn_seq":2,"anchor":"line-2","filing_url":"/filing/0001493152-25-018764","line_url":"/filing/0001493152-25-018764#line-2","is_derivative":false,"issuer_cik":"0001746470","issuer_name":"Vocodia Holdings Corp","issuer_ticker":"VHAI OTC","issuer_name_source":null,"issuer_url":"/issuer/0001746470","owner_cik":"0001746470","owner_name":"Taylor Paul Richard","owner_display_name":"Taylor Paul Richard","owner_url":"/insider/0001746470","role":"Director, Officer (Chairman and COO), Ten percent owner","role_mark":"D","role_mark_label":"Director","role_mark_generic":"Director","n_reporting_owners":null,"other_reporting_owners":null,"officer_title":"Chairman and COO","security_title":"COMMON STOCK","transaction_code":"P","transaction_label":"Open-market purchase","open_market":true,"acquired_disposed":"A","direction_word":"acquired","shares":55832654.0,"shares_display":"55,832,654","price_per_share":0.0002,"price_display":"0.00","price_state":"stated","total_value":11166.5308,"total_display":"11,166.53","total_whole":"11,167","shares_owned_after":146796083.0,"shares_owned_after_display":"146,796,083","ownership_form":"D","is_10b5_1":null,"transaction_date":"2025-09-30","filed_date":"2025-10-21","scope":"insider"},{"id":9290344,"accession":"0001493152-25-018764","txn_seq":1,"anchor":"line-1","filing_url":"/filing/0001493152-25-018764","line_url":"/filing/0001493152-25-018764#line-1","is_derivative":false,"issuer_cik":"0001746470","issuer_name":"Vocodia Holdings Corp","issuer_ticker":"VHAI OTC","issuer_name_source":null,"issuer_url":"/issuer/0001746470","owner_cik":"0001746470","owner_name":"Taylor Paul Richard","owner_display_name":"Taylor Paul Richard","owner_url":"/insider/0001746470","role":"Director, Officer (Chairman and COO), Ten percent owner","role_mark":"D","role_mark_label":"Director","role_mark_generic":"Director","n_reporting_owners":null,"other_reporting_owners":null,"officer_title":"Chairman and COO","security_title":"COMMON STOCK","transaction_code":"P","transaction_label":"Open-market purchase","open_market":true,"acquired_disposed":"A","direction_word":"acquired","shares":70898042.0,"shares_display":"70,898,042","price_per_share":0.0002,"price_display":"0.00","price_state":"stated","total_value":14179.6084,"total_display":"14,179.61","total_whole":"14,180","shares_owned_after":75898041.0,"shares_owned_after_display":"75,898,041","ownership_form":"D","is_10b5_1":null,"transaction_date":"2025-09-29","filed_date":"2025-10-21","scope":"insider"},{"id":4597105,"accession":"0001493152-25-016238","txn_seq":1,"anchor":"line-1","filing_url":"/filing/0001493152-25-016238","line_url":"/filing/0001493152-25-016238#line-1","is_derivative":false,"issuer_cik":"0001746470","issuer_name":"Vocodia Holdings Corp","issuer_ticker":"VHAI","issuer_name_source":null,"issuer_url":"/issuer/0001746470","owner_cik":"0001746470","owner_name":"Taylor Paul Richard","owner_display_name":"Taylor Paul Richard","owner_url":"/insider/0001746470","role":"Director, Officer (Chairman and COO)","role_mark":"D","role_mark_label":"Director","role_mark_generic":"Director","n_reporting_owners":null,"other_reporting_owners":null,"officer_title":"Chairman and COO","security_title":"Vocodia Holdings Inc","transaction_code":"P","transaction_label":"Open-market purchase","open_market":true,"acquired_disposed":"A","direction_word":"acquired","shares":5000000.0,"shares_display":"5,000,000","price_per_share":0.0002,"price_display":"0.00","price_state":"stated","total_value":1000.0,"total_display":"1,000.00","total_whole":"1,000","shares_owned_after":5000000.0,"shares_owned_after_display":"5,000,000","ownership_form":"D","is_10b5_1":null,"transaction_date":"2025-09-29","filed_date":"2025-09-30","scope":"insider"}],"collapsed":true,"next_cursor":null,"ledger_fault":false,"count":{"value":16,"kind":"exact"},"open_market_only":false,"composition":{"kind":"exact","rows":[{"code":"P","label":"Open-market purchase","n":16,"open_market":true},{"code":"S","label":"Open-market sale","n":0,"open_market":true},{"code":"M","label":"Option exercise","n":0,"open_market":false},{"code":"A","label":"Grant or award","n":0,"open_market":false},{"code":"F","label":"Tax withholding","n":0,"open_market":false},{"code":"D","label":"Disposition to the issuer","n":0,"open_market":false},{"code":"X","label":"In-the-money option exercise","n":0,"open_market":false}],"total":16},"affiliations":[{"type":"issuer","type_label":"ISSUER","cik":"0001880431","name":"Vocodia Holdings Corp","url":"/issuer/0001880431","role":"Director, Officer (Chairman and COO), Ten percent owner","n_filings":2,"first_seen":"2025-09-30","last_seen":"2025-10-21"}],"order_statement":"Newest transaction date first, id breaking the tie.","canonical_url":"https://ebomi.com/insider/0001746470","retrieved_at":"2026-08-22T23:52:18+00:00","coverage":{"filings":1506293,"transactions":4290787,"issuers":28597,"insiders":152303,"first_filed_date":"2003-06-30","last_filed_date":"2026-08-21","last_ingest":"2026-08-22T05:23:40.159918+00:00","counts_are":{"filings":"estimate","transactions":"estimate","issuers":"estimate","insiders":"estimate"},"source":"SEC EDGAR Form 4 filings, parsed by ebomi","fault":false},"license":{"underlying_records":"US SEC filings are public records of the United States government and are not subject to copyright. The transactional facts in them are not ours to license.","this_presentation":"The parsing, normalisation, curation, and presentation are ebomi's own work.","grant":"undecided","grant_note":"The open licence for ebomi's own layer is an open owner decision (SPEC-20260731T1159Z open question 3: CC BY 4.0 or CC0 with a citation request). Until it is taken, no grant is asserted here.","citation_request":"Balogh, A. Insider trading. Scientific Data 10, 237 (2023)","url":"https://ebomi.com/license"},"fair_use":{"policy":"These JSON endpoints are open and unauthenticated. Please read them at a human pace, identify your client in the User-Agent header, and use the published dataset for bulk work rather than crawling page by page.","bulk_alternative":"doi:10.1038/s41597-023-02147-6"}}