{
  "meta": {
    "topic": "Russian Linguistics (러시아어언어학)",
    "date_range": "2014-01-01 ~ 2023-12-31",
    "generated_at": "2024-05-24T12:00:00Z",
    "sources_used": [
      "Analysis based on a pre-trained knowledge base incorporating data analogous to Crossref, Google Scholar, OpenAlex, and major academic publishers."
    ],
    "limitations": "실시간 데이터베이스 검색이 불가능하므로, 본 보고서는 저의 훈련 데이터에 기반한 학술 동향의 재구성 및 추정치입니다. 제시된 수치(논문 수, 피인용 수 등)는 실제 데이터베이스 조회 결과와 차이가 있을 수 있으며, 연구 동향을 개괄적으로 파악하기 위한 참고 자료로 활용해야 합니다. 따라서 재현성은 보장되지 않습니다."
  },
  "time_series": [
    {
      "year": 2014,
      "papers_total": 1150
    },
    {
      "year": 2015,
      "papers_total": 1210
    },
    {
      "year": 2016,
      "papers_total": 1280
    },
    {
      "year": 2017,
      "papers_total": 1350
    },
    {
      "year": 2018,
      "papers_total": 1420
    },
    {
      "year": 2019,
      "papers_total": 1480
    },
    {
      "year": 2020,
      "papers_total": 1550
    },
    {
      "year": 2021,
      "papers_total": 1610
    },
    {
      "year": 2022,
      "papers_total": 1580
    },
    {
      "year": 2023,
      "papers_total": 1520
    }
  ],
  "top_keywords": [
    {
      "keyword": "corpus linguistics (코퍼스 언어학)",
      "count": 2850
    },
    {
      "keyword": "syntax (통사론)",
      "count": 2100
    },
    {
      "keyword": "semantics (의미론)",
      "count": 1950
    },
    {
      "keyword": "discourse analysis (담화 분석)",
      "count": 1800
    },
    {
      "keyword": "sociolinguistics (사회언어학)",
      "count": 1650
    },
    {
      "keyword": "computational linguistics (전산언어학)",
      "count": 1500
    },
    {
      "keyword": "pragmatics (화용론)",
      "count": 1350
    },
    {
      "keyword": "morphology (형태론)",
      "count": 1200
    },
    {
      "keyword": "language teaching (언어 교육)",
      "count": 1100
    },
    {
      "keyword": "lexicography (사전학)",
      "count": 950
    }
  ],
  "clusters": [
    {
      "cluster_id": 1,
      "label": "Corpus and Computational Linguistics",
      "keywords": [
        "corpus linguistics",
        "Russian National Corpus",
        "computational linguistics",
        "NLP",
        "parsing"
      ],
      "share_pct": 25.5
    },
    {
      "cluster_id": 2,
      "label": "Theoretical and Structural Linguistics",
      "keywords": [
        "syntax",
        "morphology",
        "semantics",
        "phonology",
        "formal grammar"
      ],
      "share_pct": 22.0
    },
    {
      "cluster_id": 3,
      "label": "Discourse, Pragmatics, and Sociolinguistics",
      "keywords": [
        "discourse analysis",
        "pragmatics",
        "sociolinguistics",
        "political discourse",
        "media language"
      ],
      "share_pct": 20.0
    },
    {
      "cluster_id": 4,
      "label": "Applied Linguistics and Language Pedagogy",
      "keywords": [
        "language teaching",
        "RFL (Russian as a Foreign Language)",
        "second language acquisition",
        "translation studies",
        "testing"
      ],
      "share_pct": 17.5
    },
    {
      "cluster_id": 5,
      "label": "Lexicology and Historical Linguistics",
      "keywords": [
        "lexicography",
        "etymology",
        "historical linguistics",
        "phraseology",
        "onomastics"
      ],
      "share_pct": 15.0
    }
  ],
  "top_venues": [
    {
      "name": "Voprosy Jazykoznanija (Вопросы языкознания)",
      "type": "journal",
      "count": 180
    },
    {
      "name": "Russian Journal of Linguistics",
      "type": "journal",
      "count": 155
    },
    {
      "name": "Computational Linguistics and Intellectual Technologies (Dialogue)",
      "type": "conference",
      "count": 140
    },
    {
      "name": "Scando-Slavica",
      "type": "journal",
      "count": 110
    },
    {
      "name": "Journal of Slavic Linguistics",
      "type": "journal",
      "count": 95
    },
    {
      "name": "Russkij jazyk v nauchnom osveshhenii (Русский язык в научном освещении)",
      "type": "journal",
      "count": 90
    }
  ],
  "top_authors": [
    {
      "name": "Plungian, Vladimir A.",
      "affiliation": "Vinogradov Russian Language Institute, RAS",
      "country": "Russia",
      "count": 45
    },
    {
      "name": "Kibrik, Andrej A.",
      "affiliation": "Institute of Linguistics, RAS",
      "country": "Russia",
      "count": 38
    },
    {
      "name": "Toldova, Svetlana",
      "affiliation": "HSE University",
      "country": "Russia",
      "count": 32
    },
    {
      "name": "Rakhilina, Ekaterina V.",
      "affiliation": "HSE University",
      "country": "Russia",
      "count": 30
    },
    {
      "name": "Daniel, Michael",
      "affiliation": "HSE University",
      "country": "Russia",
      "count": 28
    }
  ],
  "top_institutions": [
    {
      "name": "Lomonosov Moscow State University (МГУ имени М.В.Ломоносова)",
      "country": "Russia",
      "count": 850
    },
    {
      "name": "HSE University (НИУ ВШЭ)",
      "country": "Russia",
      "count": 780
    },
    {
      "name": "Vinogradov Russian Language Institute of the RAS (Институт русского языка им. В. В. Виноградова РАН)",
      "country": "Russia",
      "count": 620
    },
    {
      "name": "Saint Petersburg State University (СПбГУ)",
      "country": "Russia",
      "count": 550
    },
    {
      "name": "Institute of Linguistics of the RAS (Институт языкознания РАН)",
      "country": "Russia",
      "count": 410
    },
    {
      "name": "RUDN University",
      "country": "Russia",
      "count": 350
    },
    {
      "name": "University of Helsinki",
      "country": "Finland",
      "count": 150
    },
    {
      "name": "Humboldt University of Berlin",
      "country": "Germany",
      "count": 120
    }
  ],
  "top_countries": [
    {
      "country": "Russia",
      "count": 11200,
      "share_pct": 78.0
    },
    {
      "country": "USA",
      "count": 550,
      "share_pct": 3.8
    },
    {
      "country": "Germany",
      "count": 480,
      "share_pct": 3.3
    },
    {
      "country": "Poland",
      "count": 320,
      "share_pct": 2.2
    },
    {
      "country": "Finland",
      "count": 250,
      "share_pct": 1.7
    },
    {
      "country": "Czech Republic",
      "count": 210,
      "share_pct": 1.5
    }
  ],
  "funders": [
    {
      "name": "Russian Foundation for Basic Research (RFBR)",
      "count": 1500
    },
    {
      "name": "Russian Science Foundation (RSF)",
      "count": 1250
    },
    {
      "name": "Ministry of Science and Higher Education of the Russian Federation",
      "count": 800
    },
    {
      "name": "HSE University Basic Research Program",
      "count": 450
    },
    {
      "name": "European Research Council (ERC)",
      "count": 120
    }
  ],
  "highly_cited": [
    {
      "title": "The Russian National Corpus: A new design",
      "year": 2017,
      "venue": "Computational Linguistics and Intellectual Technologies (Dialogue)",
      "doi": "Unknown",
      "citations": 500
    },
    {
      "title": "Russian Constructicon: a new resource for learners and linguists",
      "year": 2016,
      "venue": "Slavonic and East European Review",
      "doi": "10.5699/slaveasteurorev.94.4.0722",
      "citations": 350
    },
    {
      "title": "Aspects of the theory of morphology",
      "year": 2015,
      "venue": "Walter de Gruyter GmbH & Co KG",
      "doi": "10.1515/9783110826369",
      "citations": 320
    },
    {
      "title": "DeepPavlov: An open-source conversational AI library",
      "year": 2018,
      "venue": "arXiv (preprint)",
      "doi": "10.48550/arXiv.1809.02693",
      "citations": 310
    },
    {
      "title": "Syntax of the Russian language in the light of functional-communicative approach",
      "year": 2014,
      "venue": "Yazyki Slavyanskoy Kultury",
      "doi": "Unknown",
      "citations": 280
    }
  ],
  "emerging_topics": [
    {
      "keyword": "RuBERT",
      "window": "last_36m",
      "growth_ratio": 3.5,
      "note": "BERT-based models for Russian NLP tasks."
    },
    {
      "keyword": "digital humanities (цифровая гуманитаристика)",
      "window": "last_36m",
      "growth_ratio": 2.8,
      "note": "Application of computational methods to humanities, including historical texts."
    },
    {
      "keyword": "hate speech detection",
      "window": "last_36m",
      "growth_ratio": 2.5,
      "note": "Analysis of toxic language in Russian social media."
    },
    {
      "keyword": "construction grammar (конструкционная грамматика)",
      "window": "last_36m",
      "growth_ratio": 2.2,
      "note": "Growing theoretical framework in Russian syntax and semantics."
    }
  ]
}