#!/usr/bin/env python3 """OpenAlex 고신뢰 매치율 측정 — References 보유 논문(학술 추정) 표본.""" import asyncio, os, re def toks(s): return set(re.findall(r'[a-z0-9]+', (s or '').lower())) def sim(a, b): ta, tb = toks(a), toks(b) if not ta or not tb: return 0.0 return len(ta & tb) / len(ta | tb) async def main(): import asyncpg, httpx conn = await asyncpg.connect(os.environ['DATABASE_URL'].replace('+asyncpg', '')) rows = await conn.fetch("SELECT id, title FROM documents WHERE material_type='paper' " "AND doc_kind='standard' AND deleted_at IS NULL AND title IS NOT NULL " "AND coalesce(md_content,extracted_text) ~* 'references|참고문헌' " "ORDER BY id LIMIT 40") hi = mid = lo = 0; hits = [] async with httpx.AsyncClient(timeout=20) as client: for r in rows: title = re.sub(r'\s+', ' ', r['title']).strip() try: resp = await client.get("https://api.openalex.org/works", params={"search": title[:200], "per_page": 1, "mailto": "hyun49196@gmail.com"}) res = (resp.json().get("results") or []) if not res: lo += 1; continue s = sim(title, res[0].get("title")) if s >= 0.6: hi += 1; hits.append((s, title[:40], (res[0].get('title') or '')[:40], res[0].get('cited_by_count'), len(res[0].get('referenced_works') or []))) elif s >= 0.4: mid += 1 else: lo += 1 except Exception: lo += 1 print(f"표본={len(rows)} 고신뢰(≥0.6)={hi} 중간(0.4~0.6)={mid} 저신뢰/무매치={lo}") print("고신뢰 매치 샘플:") for s, a, b, cb, rf in hits[:8]: print(f" sim={s:.2f} cited={cb} refs={rf} | {a} ≈ {b}") await conn.close() asyncio.run(main())