feat(sp41): visit-to-835 reconcile on (member_id, procedure, DOS) with best-of-N

This commit is contained in:
Nora
2026-07-07 19:59:18 -06:00
parent f8e2f0933e
commit 69b760e890
2 changed files with 145 additions and 0 deletions
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"""Visit-to-835 reconciliation on (member_id, procedure, DOS).
Authoritative match key. The 5% tolerance on PAID handles the legitimate
charge-amount differences between AxisCare's per-unit CSV and the 835's
per-SVC breakdown.
"""
from collections import defaultdict
from dataclasses import dataclass
from datetime import date
from decimal import Decimal
from enum import Enum
from typing import Iterable
# SvcRow is owned by parse_835_svc (Task 1) — re-exported here so callers
# of `cyclone.rebill.reconcile` only need one import.
from cyclone.rebill.parse_835_svc import SvcRow # noqa: F401 (re-exported)
PAID_TOLERANCE = Decimal("0.05") # charge match tolerance
PARTIAL_RATIO = Decimal("0.95") # PAID if total_paid >= 95% of billed
class OutcomeCategory(str, Enum):
PAID = "PAID"
PARTIAL = "PARTIAL"
DENIED = "DENIED"
NOT_IN_835 = "NOT_IN_835"
@dataclass(frozen=True)
class VisitRow:
date: date
member_id: str
procedure: str
billed: Decimal
@dataclass(frozen=True)
class ReconcileOutcome:
visit: VisitRow
category: OutcomeCategory
unpaid: Decimal
matched_svc_count: int
def reconcile_visits_to_835(
visits: Iterable[VisitRow],
svcs: Iterable[SvcRow],
) -> list[ReconcileOutcome]:
"""Index SVCs by (member_id, procedure, DOS), best-of-N outcome per visit."""
by_key: dict[tuple[str, str, date], list[SvcRow]] = defaultdict(list)
for s in svcs:
by_key[(s.member_id, s.procedure, s.svc_date)].append(s)
out: list[ReconcileOutcome] = []
for v in visits:
cands = by_key.get((v.member_id, v.procedure, v.date), [])
if not cands:
out.append(ReconcileOutcome(v, OutcomeCategory.NOT_IN_835, v.billed, 0))
continue
total_paid = sum((c.paid for c in cands), Decimal("0"))
any_paid = any(c.paid > 0 for c in cands)
if any_paid and total_paid >= v.billed * PARTIAL_RATIO:
cat, unpaid = OutcomeCategory.PAID, Decimal("0")
elif any_paid:
cat, unpaid = OutcomeCategory.PARTIAL, max(Decimal("0"), v.billed - total_paid)
else:
cat, unpaid = OutcomeCategory.DENIED, v.billed
out.append(ReconcileOutcome(v, cat, unpaid, len(cands)))
return out
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"""Visit-to-835 reconciliation on (member_id, procedure, DOS)."""
from datetime import date
from decimal import Decimal
from cyclone.rebill.reconcile import (
VisitRow,
SvcRow,
ReconcileOutcome,
reconcile_visits_to_835,
OutcomeCategory,
)
def _v(date, member, proc, amt):
return VisitRow(date=date, member_id=member, procedure=proc, billed=Decimal(amt))
def _s(date, member, proc, chg, paid, status="1"):
return SvcRow(
src_file="x.835", claim_id="c1", member_id=member, status=status,
procedure=proc, modifiers="", charge=Decimal(chg), paid=Decimal(paid),
units=Decimal("0"), svc_date=date, cas_reasons=(), pay_date=None,
)
def test_visit_paid_when_any_svc_paid_within_tolerance():
visits = [_v(date(2026, 1, 18), "J813715", "T1019", "2.32")]
svcs = [_s(date(2026, 1, 18), "J813715", "T1019", "2.32", "2.30")]
out = reconcile_visits_to_835(visits, svcs)
assert out[0].category == OutcomeCategory.PAID
assert out[0].unpaid == Decimal("0")
def test_visit_paid_when_one_svc_paid_others_denied_duplicate():
"""OA-18 on duplicates is noise; paid SVC wins."""
visits = [_v(date(2026, 1, 18), "J813715", "T1019", "2.32")]
svcs = [
_s(date(2026, 1, 18), "J813715", "T1019", "2.32", "2.30", "1"),
_s(date(2026, 1, 18), "J813715", "T1019", "2.32", "0.00", "4"),
_s(date(2026, 1, 18), "J813715", "T1019", "2.32", "0.00", "4"),
]
out = reconcile_visits_to_835(visits, svcs)
assert out[0].category == OutcomeCategory.PAID
def test_visit_denied_when_all_svc_denied():
visits = [_v(date(2026, 1, 18), "J813715", "T1019", "2.32")]
svcs = [
_s(date(2026, 1, 18), "J813715", "T1019", "2.32", "0.00", "4"),
_s(date(2026, 1, 18), "J813715", "T1019", "2.32", "0.00", "4"),
]
out = reconcile_visits_to_835(visits, svcs)
assert out[0].category == OutcomeCategory.DENIED
assert out[0].unpaid == Decimal("2.32")
def test_visit_not_in_835_when_no_svc_match():
visits = [_v(date(2026, 1, 18), "J813715", "T1019", "2.32")]
svcs = [_s(date(2026, 1, 19), "J813715", "T1019", "2.32", "2.30")]
out = reconcile_visits_to_835(visits, svcs)
assert out[0].category == OutcomeCategory.NOT_IN_835
assert out[0].unpaid == Decimal("2.32")
def test_partial_when_total_paid_below_95pct_of_billed():
visits = [_v(date(2026, 1, 18), "J813715", "T1019", "10.00")]
svcs = [_s(date(2026, 1, 18), "J813715", "T1019", "10.00", "4.00")]
out = reconcile_visits_to_835(visits, svcs)
assert out[0].category == OutcomeCategory.PARTIAL
assert out[0].unpaid == Decimal("6.00")
def test_different_member_does_not_match():
visits = [_v(date(2026, 1, 18), "J813715", "T1019", "2.32")]
svcs = [_s(date(2026, 1, 18), "OTHERMEMBER", "T1019", "2.32", "2.30")]
out = reconcile_visits_to_835(visits, svcs)
assert out[0].category == OutcomeCategory.NOT_IN_835