chore(paper): OpenAlex 매치율 측정 스크립트(결론=인용보강 부적합)

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hyungi
2026-06-30 06:20:59 +00:00
parent 9ec0a184a0
commit 91ce54c1cd
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#!/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())