{"id":"https://openalex.org/W7225321124","doi":"https://doi.org/10.3390/info17111110","title":"MamaCare: A Multi-Agent Large Language Model Platform for Perinatal Mental Health Support, Risk Assessment, and Triage in Kazakhstan","display_name":"MamaCare: A Multi-Agent Large Language Model Platform for Perinatal Mental Health Support, Risk Assessment, and Triage in Kazakhstan","publication_year":2026,"publication_date":"2026-11-05","ids":{"openalex":"https://openalex.org/W7225321124","doi":"https://doi.org/10.3390/info17111110"},"language":"en","primary_location":{"id":"doi:10.3390/info17111110","doi":"https://doi.org/10.3390/info17111110","is_oa":true,"landing_page_url":"https://doi.org/10.3390/info17111110","pdf_url":null,"source":{"id":"https://openalex.org/S4210219776","display_name":"Information","issn_l":"2078-2489","issn":["2078-2489"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","norway-1","poland-40","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.3390/info17111110","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5160835341","display_name":"Yerkezhan Tleukulova","orcid":"https://orcid.org/0009-0004-0303-211X","observed_orcids":["https://orcid.org/0009-0004-0303-211X"]},"institutions":[{"id":"https://openalex.org/I185571130","display_name":"Al-Farabi Kazakh National University","ror":"https://ror.org/03q0vrn42","country_code":"KZ","type":"education","lineage":["https://openalex.org/I185571130"]}],"countries":["KZ"],"is_corresponding":false,"raw_author_name":"Yerkezhan Tleukulova","raw_affiliation_strings":["Department of Artificial Intelligence and Big Data, Faculty of Information Technology and Artificial Intelligence, Al-Farabi Kazakh National University, Almaty 050040, Kazakhstan"],"raw_orcid":"https://orcid.org/0009-0004-0303-211X","affiliations":[{"raw_affiliation_string":"Department of Artificial Intelligence and Big Data, Faculty of Information Technology and Artificial Intelligence, Al-Farabi Kazakh National University, Almaty 050040, Kazakhstan","institution_ids":["https://openalex.org/I185571130"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049620410","display_name":"\u041c\u0430\u0434\u0438\u043d\u0430 \u041c\u0430\u043d\u0441\u0443\u0440\u043e\u0432\u0430","orcid":"https://orcid.org/0000-0002-9680-2758","observed_orcids":["https://orcid.org/0000-0002-9680-2758"]},"institutions":[{"id":"https://openalex.org/I185571130","display_name":"Al-Farabi Kazakh National University","ror":"https://ror.org/03q0vrn42","country_code":"KZ","type":"education","lineage":["https://openalex.org/I185571130"]}],"countries":["KZ"],"is_corresponding":false,"raw_author_name":"Madina Mansurova","raw_affiliation_strings":["Faculty of Mechanics and Mathematics, Al-Farabi Kazakh National University, Almaty 050040, Kazakhstan"],"raw_orcid":"https://orcid.org/0000-0002-9680-2758","affiliations":[{"raw_affiliation_string":"Faculty of Mechanics and Mathematics, Al-Farabi Kazakh National University, Almaty 050040, Kazakhstan","institution_ids":["https://openalex.org/I185571130"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055775023","display_name":"Nazirova Elmira Shodmonovna","orcid":"https://orcid.org/0000-0003-1554-3852","observed_orcids":["https://orcid.org/0000-0003-1554-3852","https://orcid.org/0009-0003-0912-1490"]},"institutions":[{"id":"https://openalex.org/I185571130","display_name":"Al-Farabi Kazakh National University","ror":"https://ror.org/03q0vrn42","country_code":"KZ","type":"education","lineage":["https://openalex.org/I185571130"]},{"id":"https://openalex.org/I21256249","display_name":"Tashkent University of Information Technology","ror":"https://ror.org/05987a729","country_code":"UZ","type":"education","lineage":["https://openalex.org/I21256249"]}],"countries":["KZ","UZ"],"is_corresponding":false,"raw_author_name":"Elmira Nazirova","raw_affiliation_strings":["Department of Artificial Intelligence and Big Data, Faculty of Information Technology and Artificial Intelligence, Al-Farabi Kazakh National University, Almaty 050040, Kazakhstan","Tashkent University of Information Technologies named after Muhammad al-Khwarizmi, Tashkent 100084, Uzbekistan"],"raw_orcid":"https://orcid.org/0000-0003-1554-3852","affiliations":[{"raw_affiliation_string":"Department of Artificial Intelligence and Big Data, Faculty of Information Technology and Artificial Intelligence, Al-Farabi Kazakh National University, Almaty 050040, Kazakhstan","institution_ids":["https://openalex.org/I185571130"]},{"raw_affiliation_string":"Tashkent University of Information Technologies named after Muhammad al-Khwarizmi, Tashkent 100084, Uzbekistan","institution_ids":["https://openalex.org/I21256249"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5160866037","display_name":"Sabira Kulchimbayeva","orcid":"https://orcid.org/0009-0000-6969-5996","observed_orcids":["https://orcid.org/0009-0000-6969-5996"]},"institutions":[{"id":"https://openalex.org/I191378831","display_name":"Kazakh National Medical University","ror":"https://ror.org/05pc6w891","country_code":"KZ","type":"education","lineage":["https://openalex.org/I191378831"]}],"countries":["KZ"],"is_corresponding":false,"raw_author_name":"Sabira Kulchimbayeva","raw_affiliation_strings":["Department of Obstetrics and Gynecology with a Course in Clinical Genetics, Asfendiyarov Kazakh National Medical University, Almaty 050012, Kazakhstan"],"raw_orcid":"https://orcid.org/0009-0000-6969-5996","affiliations":[{"raw_affiliation_string":"Department of Obstetrics and Gynecology with a Course in Clinical Genetics, Asfendiyarov Kazakh National Medical University, Almaty 050012, Kazakhstan","institution_ids":["https://openalex.org/I191378831"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5096313018","display_name":"Z. T. Talasbayeva","orcid":"https://orcid.org/0000-0001-6978-3005","observed_orcids":["https://orcid.org/0000-0001-6978-3005"]},"institutions":[{"id":"https://openalex.org/I185571130","display_name":"Al-Farabi Kazakh National University","ror":"https://ror.org/03q0vrn42","country_code":"KZ","type":"education","lineage":["https://openalex.org/I185571130"]},{"id":"https://openalex.org/I4210143508","display_name":"International Information Technologies University","ror":"https://ror.org/042dtza69","country_code":"KZ","type":"education","lineage":["https://openalex.org/I4210143508"]},{"id":"https://openalex.org/I4405262318","display_name":"International Engineering and Technological University","ror":"https://ror.org/02mjsj764","country_code":"KZ","type":"education","lineage":["https://openalex.org/I4405262318"]}],"countries":["KZ"],"is_corresponding":false,"raw_author_name":"Zhuldyz Talasbayeva","raw_affiliation_strings":["Department of Artificial Intelligence and Mathematical and Computer Modeling, International Information Technology University, Almaty 050008, Kazakhstan","Department of Biochemical Engineering, International Engineering and Technological University, Almaty 050060, Kazakhstan","Department of Mathematics, Al-Farabi Kazakh National University, Almaty 050040, Kazakhstan"],"raw_orcid":"https://orcid.org/0000-0001-6978-3005","affiliations":[{"raw_affiliation_string":"Department of Artificial Intelligence and Mathematical and Computer Modeling, International Information Technology University, Almaty 050008, Kazakhstan","institution_ids":["https://openalex.org/I4210143508"]},{"raw_affiliation_string":"Department of Biochemical Engineering, International Engineering and Technological University, Almaty 050060, Kazakhstan","institution_ids":["https://openalex.org/I4405262318"]},{"raw_affiliation_string":"Department of Mathematics, Al-Farabi Kazakh National University, Almaty 050040, Kazakhstan","institution_ids":["https://openalex.org/I185571130"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5160942249","display_name":"Nazym Yessengaliyeva","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210135680","display_name":"Semey Medical University","ror":"https://ror.org/03kg5qh91","country_code":"KZ","type":"education","lineage":["https://openalex.org/I4210135680"]}],"countries":["KZ"],"is_corresponding":false,"raw_author_name":"Nazym Yessengaliyeva","raw_affiliation_strings":["East Kazakhstan Regional Medical Center, Ust-Kamenogorsk 070000, Kazakhstan","Medical University of Semey, Semey 071400, Kazakhstan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"East Kazakhstan Regional Medical Center, Ust-Kamenogorsk 070000, Kazakhstan","institution_ids":[]},{"raw_affiliation_string":"Medical University of Semey, Semey 071400, Kazakhstan","institution_ids":["https://openalex.org/I4210135680"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5140080727","display_name":"Adilmyrza Mukhamedkali","orcid":"https://orcid.org/0009-0002-4225-3906","observed_orcids":["https://orcid.org/0009-0002-4225-3906"]},"institutions":[{"id":"https://openalex.org/I191378831","display_name":"Kazakh National Medical University","ror":"https://ror.org/05pc6w891","country_code":"KZ","type":"education","lineage":["https://openalex.org/I191378831"]}],"countries":["KZ"],"is_corresponding":false,"raw_author_name":"Adilmyrza Mukhamedkali","raw_affiliation_strings":["Department of Cardiology, Asfendiyarov Kazakh National Medical University, Almaty 050012, Kazakhstan"],"raw_orcid":"https://orcid.org/0009-0002-4225-3906","affiliations":[{"raw_affiliation_string":"Department of Cardiology, Asfendiyarov Kazakh National Medical University, Almaty 050012, Kazakhstan","institution_ids":["https://openalex.org/I191378831"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078584087","display_name":"Talshyn Sarsembayeva","orcid":"https://orcid.org/0000-0001-7668-2640","observed_orcids":["https://orcid.org/0000-0001-7668-2640","https://orcid.org/0009-0001-8626-2268"]},"institutions":[{"id":"https://openalex.org/I185571130","display_name":"Al-Farabi Kazakh National University","ror":"https://ror.org/03q0vrn42","country_code":"KZ","type":"education","lineage":["https://openalex.org/I185571130"]}],"countries":["KZ"],"is_corresponding":true,"raw_author_name":"Talshyn Sarsembayeva","raw_affiliation_strings":["Department of Artificial Intelligence and Big Data, Faculty of Information Technology and Artificial Intelligence, Al-Farabi Kazakh National University, Almaty 050040, Kazakhstan"],"raw_orcid":"https://orcid.org/0000-0001-7668-2640","affiliations":[{"raw_affiliation_string":"Department of Artificial Intelligence and Big Data, Faculty of Information Technology and Artificial Intelligence, Al-Farabi Kazakh National University, Almaty 050040, Kazakhstan","institution_ids":["https://openalex.org/I185571130"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5078584087"],"corresponding_institution_ids":["https://openalex.org/I185571130"],"apc_list":{"value":1600,"currency":"CHF","value_usd":1930},"apc_paid":{"value":1600,"currency":"CHF","value_usd":1930},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"17","issue":"11","first_page":"1110","last_page":"1110"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.47920000553131104,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.47920000553131104,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10786","display_name":"Maternal Mental Health During Pregnancy and Postpartum","score":0.453900009393692,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.013700000010430813,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/perinatal-depression","display_name":"perinatal depression","score":0.9760000109672546},{"id":"https://openalex.org/keywords/perinatal-mental-health","display_name":"perinatal mental health","score":0.8309999704360962},{"id":"https://openalex.org/keywords/multi-agent-systems","display_name":"multi-agent systems","score":0.6700000166893005},{"id":"https://openalex.org/keywords/large-language-models","display_name":"large language models","score":0.9359999895095825},{"id":"https://openalex.org/keywords/qwen3-5","display_name":"Qwen3.5","score":0.7080000042915344},{"id":"https://openalex.org/keywords/triage","display_name":"triage","score":0.5080000162124634},{"id":"https://openalex.org/keywords/risk-assessment","display_name":"risk assessment","score":0.8610000014305115},{"id":"https://openalex.org/keywords/depression-screening","display_name":"depression screening","score":0.6209999918937683},{"id":"https://openalex.org/keywords/chatbots","display_name":"chatbots","score":0.5440000295639038},{"id":"https://openalex.org/keywords/multi-turn-dialogue","display_name":"multi-turn dialogue","score":0.640999972820282},{"id":"https://openalex.org/keywords/prompt-engineering","display_name":"prompt engineering","score":0.503000020980835},{"id":"https://openalex.org/keywords/false-alarm-rate","display_name":"false alarm rate","score":0.593999981880188},{"id":"https://openalex.org/keywords/multilingual-support","display_name":"multilingual support","score":0.4180000126361847},{"id":"https://openalex.org/keywords/kazakhstan","display_name":"Kazakhstan","score":0.7300000190734863},{"id":"https://openalex.org/keywords/kazakh-language","display_name":"Kazakh language","score":0.550000011920929},{"id":"https://openalex.org/keywords/russian-language","display_name":"Russian language","score":0.5720000267028809}],"concepts":[{"id":"https://openalex.org/C2777120189","wikidata":"https://www.wikidata.org/wiki/Q780067","display_name":"Triage","level":2,"score":0.6115000247955322},{"id":"https://openalex.org/C111640148","wikidata":"https://www.wikidata.org/wiki/Q847349","display_name":"Rubric","level":2,"score":0.5989000201225281},{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.5716999769210815},{"id":"https://openalex.org/C2982912361","wikidata":"https://www.wikidata.org/wiki/Q1851867","display_name":"Mental model","level":2,"score":0.48170000314712524},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.41990000009536743},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.4115000069141388},{"id":"https://openalex.org/C137293760","wikidata":"https://www.wikidata.org/wiki/Q3621696","display_name":"Language model","level":2,"score":0.3919999897480011},{"id":"https://openalex.org/C13606891","wikidata":"https://www.wikidata.org/wiki/Q2623243","display_name":"Conceptual model","level":2,"score":0.3822999894618988},{"id":"https://openalex.org/C184898388","wikidata":"https://www.wikidata.org/wiki/Q1435712","display_name":"Pairwise comparison","level":2,"score":0.37869998812675476},{"id":"https://openalex.org/C545542383","wikidata":"https://www.wikidata.org/wiki/Q2751242","display_name":"Medical emergency","level":1,"score":0.37630000710487366},{"id":"https://openalex.org/C2777267654","wikidata":"https://www.wikidata.org/wiki/Q3519023","display_name":"Test (biology)","level":2,"score":0.3709999918937683},{"id":"https://openalex.org/C2992437641","wikidata":"https://www.wikidata.org/wiki/Q2781245","display_name":"Perinatal mortality","level":4,"score":0.3628999888896942},{"id":"https://openalex.org/C2776882568","wikidata":"https://www.wikidata.org/wiki/Q5338245","display_name":"Edinburgh Postnatal Depression Scale","level":4,"score":0.32710000872612},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.32580000162124634},{"id":"https://openalex.org/C2776867660","wikidata":"https://www.wikidata.org/wiki/Q1814941","display_name":"Depression (economics)","level":2,"score":0.30070000886917114},{"id":"https://openalex.org/C50965678","wikidata":"https://www.wikidata.org/wiki/Q2724302","display_name":"Abnormality","level":2,"score":0.29409998655319214},{"id":"https://openalex.org/C187155963","wikidata":"https://www.wikidata.org/wiki/Q629029","display_name":"Occupational safety and health","level":2,"score":0.2921000123023987},{"id":"https://openalex.org/C2781090501","wikidata":"https://www.wikidata.org/wiki/Q997841","display_name":"Language delay","level":3,"score":0.29109999537467957},{"id":"https://openalex.org/C2992232542","wikidata":"https://www.wikidata.org/wiki/Q20862341","display_name":"Maternity care","level":3,"score":0.2892000079154968},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.2858999967575073},{"id":"https://openalex.org/C512399662","wikidata":"https://www.wikidata.org/wiki/Q3505712","display_name":"Family medicine","level":1,"score":0.2808000147342682},{"id":"https://openalex.org/C182306322","wikidata":"https://www.wikidata.org/wiki/Q1779371","display_name":"Order (exchange)","level":2,"score":0.28060001134872437},{"id":"https://openalex.org/C2776674806","wikidata":"https://www.wikidata.org/wiki/Q12135","display_name":"Mental illness","level":3,"score":0.27619999647140503},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","level":1,"score":0.274399995803833},{"id":"https://openalex.org/C2781249084","wikidata":"https://www.wikidata.org/wiki/Q908656","display_name":"Preference","level":2,"score":0.2702000141143799},{"id":"https://openalex.org/C3017944768","wikidata":"https://www.wikidata.org/wiki/Q1450463","display_name":"Poison control","level":2,"score":0.2630999982357025},{"id":"https://openalex.org/C526869908","wikidata":"https://www.wikidata.org/wiki/Q3298118","display_name":"Suicide prevention","level":3,"score":0.26100000739097595},{"id":"https://openalex.org/C75630572","wikidata":"https://www.wikidata.org/wiki/Q538904","display_name":"Applied psychology","level":1,"score":0.2522999942302704},{"id":"https://openalex.org/C98184364","wikidata":"https://www.wikidata.org/wiki/Q1780131","display_name":"Argument (complex analysis)","level":2,"score":0.2506999969482422}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3390/info17111110","doi":"https://doi.org/10.3390/info17111110","is_oa":true,"landing_page_url":"https://doi.org/10.3390/info17111110","pdf_url":null,"source":{"id":"https://openalex.org/S4210219776","display_name":"Information","issn_l":"2078-2489","issn":["2078-2489"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","norway-1","poland-40","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.3390/info17111110","doi":"https://doi.org/10.3390/info17111110","is_oa":true,"landing_page_url":"https://doi.org/10.3390/info17111110","pdf_url":null,"source":{"id":"https://openalex.org/S4210219776","display_name":"Information","issn_l":"2078-2489","issn":["2078-2489"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","norway-1","poland-40","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.9537000060081482,"id":"https://metadata.un.org/sdg/3"}],"study_designs":[],"awards":[],"funders":[{"id":"https://openalex.org/F4162953165","display_name":"Ministry of Science and Higher Education of the Republic of Kazakhstan","ror":"https://ror.org/05tyne317"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W2623779865","https://openalex.org/W4283735618","https://openalex.org/W4285413420","https://openalex.org/W4312112956","https://openalex.org/W4385639459","https://openalex.org/W4399605289","https://openalex.org/W4402665338","https://openalex.org/W4404781852","https://openalex.org/W4409967501","https://openalex.org/W4410343249","https://openalex.org/W4411851191","https://openalex.org/W4412813658","https://openalex.org/W4412945357","https://openalex.org/W4416036336","https://openalex.org/W7129006385","https://openalex.org/W7133239970","https://openalex.org/W7154744527","https://openalex.org/W7162804352","https://openalex.org/W7171378714","https://openalex.org/W7204189243"],"related_works":["https://openalex.org/W7221944507","https://openalex.org/W2941479516","https://openalex.org/W7171834937","https://openalex.org/W7223061133","https://openalex.org/W7131099979","https://openalex.org/W6941612360","https://openalex.org/W7212383244","https://openalex.org/W7163747576","https://openalex.org/W4382318033","https://openalex.org/W7165739567"],"abstract_inverted_index":{"Perinatal":[0],"depression":[1],"affects":[2],"a":[3,28,66,132,169,239,254,280],"large":[4,35],"share":[5],"of":[6,88,107,144,220,242,284],"women":[7],"during":[8],"pregnancy":[9],"and":[10,47,54,62,71,79,90,116,131,152,168,194,196,203,229,275,329],"after":[11,294],"childbirth,":[12],"yet":[13],"access":[14],"to":[15,85,177,218,262],"perinatal":[16],"mental":[17],"health":[18],"care":[19],"in":[20,51,289],"Kazakhstan":[21],"is":[22,230],"limited.":[23],"This":[24],"paper":[25],"presents":[26],"MamaCare,":[27],"multi-agent":[29],"platform":[30,99,296],"based":[31],"on":[32,112,161],"open-weight":[33],"Qwen3.5":[34],"language":[36],"models":[37],"(LLMs)":[38],"that":[39,267],"provides":[40],"conversational":[41],"support,":[42],"administers":[43],"standardized":[44],"screening":[45],"instruments,":[46],"triages":[48],"red-flag":[49,136],"situations":[50],"Kazakh,":[52],"Russian,":[53],"English.":[55],"Two":[56],"physician":[57,154],"experts":[58],"rated":[59],"286":[60],"single-":[61],"multi-turn":[63,287,319],"sessions":[64],"against":[65,153],"rubric":[67],"adapted":[68],"from":[69,83,125,244,325],"HealthBench":[70],"ThReadMed-QA;":[72],"mean":[73],"scores":[74],"for":[75,157,187,197],"the":[76,91,140,158,210,224,248,290,295,303,317,326],"accuracy,":[77],"safety,":[78],"communication":[80],"criteria":[81],"ranged":[82],"4.45":[84],"4.93":[86],"out":[87],"5,":[89],"lowest-scoring":[92],"criterion":[93],"was":[94,100,120,185,227,247,297,307],"turn-level":[95],"degradation":[96],"(3.71).":[97],"The":[98],"then":[101],"compared":[102],"with":[103,122,216,276,312],"five":[104],"prompt-engineered":[105],"configurations":[106,147],"its":[108],"own":[109],"base":[110],"model":[111,127],"120":[113],"stratified":[114],"cases,":[115],"every":[117],"automated":[118],"judgment":[119],"repeated":[121],"three":[123,126,150,291],"judges":[124,151,184,266],"families:":[128],"Qwen3.8-27B,":[129],"Gemma-3-27B,":[130],"Kazakh-adapted":[133],"Llama-3.1-8B.":[134],"In":[135],"triage,":[137],"MamaCare":[138],"had":[139],"lowest":[141],"false-alarm":[142],"rate":[143],"all":[145,149],"six":[146],"under":[148,264],"urgency":[155,188],"labels":[156],"58":[159],"cases":[160],"which":[162],"any":[163],"judge":[164],"raised":[165,260],"an":[166],"alarm,":[167],"prompt-only":[170],"safety":[171],"configuration":[172],"escalated":[173],"routine":[174],"questions":[175],"3.6":[176],"4.2":[178],"times":[179],"more":[180],"often;":[181],"agreement":[182],"between":[183,258,315],"substantial":[186],"labelling":[189],"(Cohen\u2019s":[190],"\u03ba":[191],"=":[192,201,214],"0.67":[193],"0.79)":[195],"escalation":[198],"detection":[199],"(\u03ba":[200,213],"0.78":[202],"0.47).":[204],"Pairwise":[205],"preference":[206],"did":[207],"not":[208],"survive":[209],"same":[211],"test":[212],"0.30,":[215],"15.3%":[217],"45.7%":[219],"verdicts":[221],"reversing":[222],"when":[223],"answer":[225],"order":[226],"swapped)":[228],"therefore":[231],"reported":[232],"as":[233,238],"judge-dependent":[234],"evidence":[235],"rather":[236],"than":[237],"result.":[240],"Retention":[241],"facts":[243],"earlier":[245],"turns":[246],"platform\u2019s":[249],"weakest":[250],"property":[251],"(71.8%);":[252],"adding":[253],"structured":[255],"patient-state":[256],"handoff":[257],"agents":[259],"it":[261,269],"97.4%":[263],"both":[265],"measure":[268],"reliably,":[270],"without":[271],"increasing":[272],"false":[273],"alarms":[274],"shorter":[277],"answers.":[278],"On":[279],"new":[281],"holdout":[282],"set":[283],"15":[285],"parallel":[286],"dialogues":[288,306],"languages,":[292],"written":[293],"fixed,":[298],"physician-rated":[299],"fact":[300],"retention":[301],"over":[302,324],"10":[304],"completed":[305],"0.85":[308],"(95%":[309],"CI":[310],"0.74\u20130.91),":[311],"no":[313],"difference":[314],"languages;":[316],"main":[318],"errors":[320],"were":[321],"information":[322],"carried":[323],"user":[327],"profile":[328],"replies":[330],"truncated":[331],"by":[332],"server":[333],"time-outs.":[334]},"counts_by_year":[],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2026-11-06T00:00:00"}