feat: Phase 4 — viewer enrichi, non-cumul CCAM, fusion multi-PDFs + rebuild FAISS (21 141 vecteurs)

- Viewer : badges compteurs (DAS, actes, alertes, CMA), raisonnement LLM pliable, regroupement CCAM, navigation patient, alertes NON-CUMUL en rouge
- Non-cumul CCAM : 3 règles heuristiques (même base, même regroupement/jour, paires incompatibles)
- Fusion multi-PDFs : merge_dossiers() avec priorité Trackare, spécificité CIM-10, déduplication, champ source_files
- Index FAISS reconstruit : 21 141 vecteurs (CCAM dict 8 257 + CIM-10 alpha 306)
- 192 tests unitaires passent

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
This commit is contained in:
dom
2026-02-11 12:43:34 +01:00
parent 7e69f994b0
commit 9d07894c6f
12 changed files with 1013 additions and 26 deletions

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@@ -119,6 +119,7 @@ class DossierMedical(BaseModel):
imagerie: list[Imagerie] = Field(default_factory=list) imagerie: list[Imagerie] = Field(default_factory=list)
complications: list[str] = Field(default_factory=list) complications: list[str] = Field(default_factory=list)
alertes_codage: list[str] = Field(default_factory=list) alertes_codage: list[str] = Field(default_factory=list)
source_files: list[str] = Field(default_factory=list)
processing_time_s: float | None = None processing_time_s: float | None = None

View File

@@ -243,14 +243,32 @@ def main(input_path: str | None = None) -> None:
if subdir: if subdir:
logger.info("--- Dossier %s (%d PDFs) ---", subdir, len(pdfs)) logger.info("--- Dossier %s (%d PDFs) ---", subdir, len(pdfs))
group_dossiers: list[DossierMedical] = []
for pdf_path in pdfs: for pdf_path in pdfs:
try: try:
anonymized_text, dossier, report = process_pdf(pdf_path) anonymized_text, dossier, report = process_pdf(pdf_path)
stem = pdf_path.stem.replace(" ", "_") stem = pdf_path.stem.replace(" ", "_")
write_outputs(stem, anonymized_text, dossier, report, subdir=subdir) write_outputs(stem, anonymized_text, dossier, report, subdir=subdir)
group_dossiers.append(dossier)
except Exception: except Exception:
logger.exception("Erreur lors du traitement de %s", pdf_path.name) logger.exception("Erreur lors du traitement de %s", pdf_path.name)
# Fusion multi-PDFs si plusieurs documents dans le même groupe
if len(group_dossiers) > 1 and subdir:
try:
from .medical.fusion import merge_dossiers
merged = merge_dossiers(group_dossiers)
struct_dir = STRUCTURED_DIR / subdir
struct_dir.mkdir(parents=True, exist_ok=True)
merged_path = struct_dir / f"{subdir}_fusionne_cim10.json"
merged_path.write_text(
merged.model_dump_json(indent=2, exclude_none=True),
encoding="utf-8",
)
logger.info(" → Dossier fusionné : %s", merged_path)
except Exception:
logger.exception("Erreur lors de la fusion du groupe %s", subdir)
logger.info("Terminé.") logger.info("Terminé.")

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@@ -0,0 +1,122 @@
"""Détection des incompatibilités de non-cumul entre actes CCAM.
Implémente 3 règles heuristiques basées sur les principes T2A :
1. Même code de base (7 caractères) avec activités différentes
2. Même regroupement chirurgical le même jour
3. Paires de regroupements incompatibles connues
"""
from __future__ import annotations
import logging
from typing import TYPE_CHECKING
if TYPE_CHECKING:
from ..config import ActeCCAM
logger = logging.getLogger(__name__)
# Regroupements chirurgicaux soumis à cumul restreint (un seul par jour)
REGROUPEMENT_UNIQUE_PAR_JOUR: set[str] = {
"ADC", # Actes de chirurgie
"ACO", # Actes de chirurgie orthopédique
"ADO", # Actes de chirurgie ORL
"ADA", # Actes de chirurgie abdominale/digestive
"ADE", # Actes de chirurgie endoscopique
}
# Paires de regroupements incompatibles
NONCUMUL_REGROUPEMENT_PAIRS: set[frozenset[str]] = {
frozenset({"ADC", "ADE"}),
frozenset({"ADC", "ADO"}),
frozenset({"ACO", "ADE"}),
}
def _get_regroupement(acte: ActeCCAM) -> str | None:
"""Récupère le regroupement d'un acte depuis le dictionnaire CCAM."""
if not acte.code_ccam_suggestion:
return None
try:
from .ccam_dict import load_dict
d = load_dict()
info = d.get(acte.code_ccam_suggestion)
if info and isinstance(info, dict):
return info.get("regroupement")
except Exception:
pass
return None
def check_noncumul(actes: list[ActeCCAM]) -> list[str]:
"""Vérifie les règles de non-cumul entre actes CCAM.
Args:
actes: Liste d'actes CCAM d'un dossier médical.
Returns:
Liste d'alertes de non-cumul détectées.
"""
if len(actes) < 2:
return []
alertes: list[str] = []
# Enrichir les actes avec leur regroupement
actes_info: list[tuple[ActeCCAM, str | None]] = [
(acte, _get_regroupement(acte)) for acte in actes
]
# Règle 1 : même code de base (7 premiers caractères), activités différentes
codes_base: dict[str, list[ActeCCAM]] = {}
for acte in actes:
code = acte.code_ccam_suggestion
if code and len(code) >= 7:
base = code[:7]
codes_base.setdefault(base, []).append(acte)
for base, group in codes_base.items():
if len(group) > 1:
codes_full = [a.code_ccam_suggestion for a in group]
alertes.append(
f"NON-CUMUL: codes de même base {base} avec variantes "
f"({', '.join(codes_full)}) — vérifier la facturation"
)
# Règle 2 : même regroupement chirurgical le même jour
regroup_par_jour: dict[tuple[str, str | None], list[ActeCCAM]] = {}
for acte, regroup in actes_info:
if regroup and regroup in REGROUPEMENT_UNIQUE_PAR_JOUR:
key = (regroup, acte.date)
regroup_par_jour.setdefault(key, []).append(acte)
for (regroup, date), group in regroup_par_jour.items():
if len(group) > 1:
codes = [a.code_ccam_suggestion or "?" for a in group]
jour = f" le {date}" if date else ""
alertes.append(
f"NON-CUMUL: {len(group)} actes du regroupement {regroup}{jour} "
f"({', '.join(codes)}) — cumul restreint"
)
# Règle 3 : paires de regroupements incompatibles
regroups_seen: list[tuple[str, ActeCCAM]] = [
(r, a) for a, r in actes_info if r
]
checked: set[frozenset[int]] = set()
for i, (r1, a1) in enumerate(regroups_seen):
for j, (r2, a2) in enumerate(regroups_seen):
if i >= j:
continue
pair_key = frozenset({i, j})
if pair_key in checked:
continue
checked.add(pair_key)
pair = frozenset({r1, r2})
if pair in NONCUMUL_REGROUPEMENT_PAIRS:
alertes.append(
f"NON-CUMUL: regroupements incompatibles {r1}/{r2} "
f"({a1.code_ccam_suggestion or '?'} + {a2.code_ccam_suggestion or '?'})"
)
return alertes

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@@ -123,6 +123,9 @@ def extract_medical_info(
# Post-processing : enrichissement sévérité (CMA/CMS heuristique) # Post-processing : enrichissement sévérité (CMA/CMS heuristique)
_apply_severity_rules(dossier) _apply_severity_rules(dossier)
# Post-processing : détection non-cumul actes CCAM
_apply_noncumul_rules(dossier)
return dossier return dossier
@@ -702,6 +705,16 @@ def _apply_severity_rules(dossier: DossierMedical) -> None:
logger.warning("Erreur lors de l'évaluation de sévérité", exc_info=True) logger.warning("Erreur lors de l'évaluation de sévérité", exc_info=True)
def _apply_noncumul_rules(dossier: DossierMedical) -> None:
"""Détecte les incompatibilités de non-cumul entre actes CCAM."""
try:
from .ccam_noncumul import check_noncumul
alertes = check_noncumul(dossier.actes_ccam)
dossier.alertes_codage.extend(alertes)
except Exception:
logger.warning("Erreur lors de la vérification du non-cumul CCAM", exc_info=True)
def _lookup_cim10(text: str) -> str | None: def _lookup_cim10(text: str) -> str | None:
"""Cherche un code CIM-10 pour un texte donné. """Cherche un code CIM-10 pour un texte donné.

246
src/medical/fusion.py Normal file
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@@ -0,0 +1,246 @@
"""Fusion de dossiers médicaux multi-PDFs pour un même patient.
Combine les informations de plusieurs documents (Trackare, CRH, CRO) en un
dossier unique avec des règles de priorité et de déduplication.
"""
from __future__ import annotations
import logging
from ..config import (
ActeCCAM,
BiologieCle,
Diagnostic,
DossierMedical,
Imagerie,
Sejour,
Traitement,
)
logger = logging.getLogger(__name__)
# Priorité des types de documents pour les données de séjour
_DOC_PRIORITY = {"trackare": 0, "crh": 1, "cro": 2}
def _cim10_specificity(code: str | None) -> int:
"""Score de spécificité d'un code CIM-10 : longueur sans le point."""
if not code:
return 0
return len(code.replace(".", ""))
def _prefer_most_specific_dp(dossiers: list[DossierMedical]) -> Diagnostic | None:
"""Sélectionne le DP le plus spécifique parmi tous les dossiers."""
candidates: list[tuple[Diagnostic, int]] = []
for d in dossiers:
if d.diagnostic_principal:
spec = _cim10_specificity(d.diagnostic_principal.cim10_suggestion)
candidates.append((d.diagnostic_principal, spec))
if not candidates:
return None
# Tri : spécificité décroissante, puis confiance (high > medium > low)
conf_order = {"high": 0, "medium": 1, "low": 2}
candidates.sort(
key=lambda x: (-x[1], conf_order.get(x[0].cim10_confidence or "", 3))
)
return candidates[0][0]
def _merge_sejour(dossiers: list[DossierMedical]) -> Sejour:
"""Fusionne les informations de séjour avec priorité Trackare > CRH > CRO."""
# Trier par priorité de type de document
sorted_dossiers = sorted(
dossiers,
key=lambda d: _DOC_PRIORITY.get(d.document_type, 99),
)
merged = Sejour()
for d in sorted_dossiers:
s = d.sejour
if s.sexe and not merged.sexe:
merged.sexe = s.sexe
if s.age is not None and merged.age is None:
merged.age = s.age
if s.date_entree and not merged.date_entree:
merged.date_entree = s.date_entree
if s.date_sortie and not merged.date_sortie:
merged.date_sortie = s.date_sortie
if s.duree_sejour is not None and merged.duree_sejour is None:
merged.duree_sejour = s.duree_sejour
if s.mode_entree and not merged.mode_entree:
merged.mode_entree = s.mode_entree
if s.mode_sortie and not merged.mode_sortie:
merged.mode_sortie = s.mode_sortie
if s.imc is not None and merged.imc is None:
merged.imc = s.imc
if s.poids is not None and merged.poids is None:
merged.poids = s.poids
if s.taille is not None and merged.taille is None:
merged.taille = s.taille
return merged
def _dedup_diagnostics(all_das: list[Diagnostic]) -> list[Diagnostic]:
"""Déduplique les diagnostics associés par code CIM-10, garde la meilleure confiance."""
conf_order = {"high": 0, "medium": 1, "low": 2}
seen: dict[str | None, Diagnostic] = {}
for d in all_das:
key = d.cim10_suggestion
if key is None:
# Sans code, dédup par texte normalisé
key = f"__text__{d.texte.lower().strip()}"
if key not in seen:
seen[key] = d
else:
existing = seen[key]
# Garder celui avec la meilleure confiance
if conf_order.get(d.cim10_confidence or "", 3) < conf_order.get(
existing.cim10_confidence or "", 3
):
seen[key] = d
return list(seen.values())
def _dedup_actes(all_actes: list[ActeCCAM]) -> list[ActeCCAM]:
"""Déduplique les actes CCAM par code."""
seen: dict[str | None, ActeCCAM] = {}
for a in all_actes:
key = a.code_ccam_suggestion
if key is None:
key = f"__text__{a.texte.lower().strip()}"
if key not in seen:
seen[key] = a
else:
existing = seen[key]
# Garder celui avec date si possible
if a.date and not existing.date:
seen[key] = a
return list(seen.values())
def merge_dossiers(dossiers: list[DossierMedical]) -> DossierMedical:
"""Fusionne plusieurs dossiers médicaux d'un même patient.
Args:
dossiers: Liste de DossierMedical issus de PDFs différents.
Returns:
Un DossierMedical fusionné.
"""
if len(dossiers) == 1:
result = dossiers[0].model_copy(deep=True)
result.source_files = [result.source_file]
return result
merged = DossierMedical()
# Source files
merged.source_files = [d.source_file for d in dossiers if d.source_file]
# Séjour
merged.sejour = _merge_sejour(dossiers)
# Diagnostic principal : le plus spécifique
merged.diagnostic_principal = _prefer_most_specific_dp(dossiers)
# Collecter tous les DAS + DP non retenus comme DAS
all_das: list[Diagnostic] = []
for d in dossiers:
all_das.extend(d.diagnostics_associes)
# Si le DP de ce dossier est différent du DP fusionné, l'ajouter comme DAS
if (
d.diagnostic_principal
and merged.diagnostic_principal
and d.diagnostic_principal.cim10_suggestion
!= merged.diagnostic_principal.cim10_suggestion
):
all_das.append(d.diagnostic_principal)
merged.diagnostics_associes = _dedup_diagnostics(all_das)
# Actes CCAM
all_actes: list[ActeCCAM] = []
for d in dossiers:
all_actes.extend(d.actes_ccam)
merged.actes_ccam = _dedup_actes(all_actes)
# Biologie : union, dédup par (test, valeur)
bio_seen: set[tuple[str, str | None]] = set()
for d in dossiers:
for b in d.biologie_cle:
key = (b.test, b.valeur)
if key not in bio_seen:
merged.biologie_cle.append(b)
bio_seen.add(key)
# Imagerie : union, dédup par (type, conclusion)
img_seen: set[tuple[str, str | None]] = set()
for d in dossiers:
for i in d.imagerie:
key = (i.type, i.conclusion)
if key not in img_seen:
merged.imagerie.append(i)
img_seen.add(key)
# Traitements : union, dédup par médicament (normalisé)
med_seen: set[str] = set()
for d in dossiers:
for t in d.traitements_sortie:
key = t.medicament.lower().strip()
if key not in med_seen:
merged.traitements_sortie.append(t)
med_seen.add(key)
# Antécédents : union, dédup par texte normalisé
ant_seen: set[str] = set()
for d in dossiers:
for a in d.antecedents:
key = a.lower().strip()
if key not in ant_seen:
merged.antecedents.append(a)
ant_seen.add(key)
# Complications : union, dédup par texte normalisé
comp_seen: set[str] = set()
for d in dossiers:
for c in d.complications:
key = c.lower().strip()
if key not in comp_seen:
merged.complications.append(c)
comp_seen.add(key)
# Alertes : alerte de fusion en tête + union
merged.alertes_codage = [f"FUSION: {len(dossiers)} documents fusionnés"]
alert_seen: set[str] = set()
for d in dossiers:
for a in d.alertes_codage:
if a not in alert_seen:
merged.alertes_codage.append(a)
alert_seen.add(a)
# Document type : le type prioritaire
sorted_by_prio = sorted(
dossiers,
key=lambda d: _DOC_PRIORITY.get(d.document_type, 99),
)
merged.document_type = sorted_by_prio[0].document_type
logger.info(
"Fusion de %d dossiers : DP=%s, %d DAS, %d actes",
len(dossiers),
merged.diagnostic_principal.cim10_suggestion if merged.diagnostic_principal else "aucun",
len(merged.diagnostics_associes),
len(merged.actes_ccam),
)
return merged

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@@ -10,7 +10,7 @@ import requests
from flask import Flask, abort, render_template, request, jsonify from flask import Flask, abort, render_template, request, jsonify
from markupsafe import Markup from markupsafe import Markup
from ..config import STRUCTURED_DIR, OLLAMA_URL, DossierMedical from ..config import STRUCTURED_DIR, OLLAMA_URL, CCAM_DICT_PATH, DossierMedical
from .. import config as cfg from .. import config as cfg
logger = logging.getLogger(__name__) logger = logging.getLogger(__name__)
@@ -20,11 +20,53 @@ logger = logging.getLogger(__name__)
# Helpers # Helpers
# --------------------------------------------------------------------------- # ---------------------------------------------------------------------------
def compute_group_stats(items: list[dict]) -> dict:
"""Calcule des statistiques agrégées pour un groupe de dossiers.
Returns:
{das_count, alertes_count, actes_count, cma_count}
"""
das_count = 0
alertes_count = 0
actes_count = 0
cma_count = 0
for item in items:
d = item["dossier"]
das_count += len(d.diagnostics_associes)
alertes_count += len(d.alertes_codage)
actes_count += len(d.actes_ccam)
for diag in d.diagnostics_associes:
if diag.est_cma:
cma_count += 1
if d.diagnostic_principal and d.diagnostic_principal.est_cma:
cma_count += 1
return {
"das_count": das_count,
"alertes_count": alertes_count,
"actes_count": actes_count,
"cma_count": cma_count,
}
def load_ccam_dict() -> dict[str, dict]:
"""Charge le dictionnaire CCAM pour les regroupements."""
if CCAM_DICT_PATH.exists():
try:
data = json.loads(CCAM_DICT_PATH.read_text(encoding="utf-8"))
return data
except Exception:
logger.warning("Impossible de charger le dictionnaire CCAM")
return {}
def scan_dossiers() -> dict[str, list[dict]]: def scan_dossiers() -> dict[str, list[dict]]:
"""Scanne output/structured/ et retourne les fichiers groupés par sous-dossier. """Scanne output/structured/ et retourne les fichiers groupés par sous-dossier.
Returns: Returns:
{"racine": [{name, path_rel, dossier}, ...], "sous-dossier": [...]} {"racine": [{name, path_rel, dossier}, ...], "sous-dossier": [...]}
Chaque groupe contient aussi une clé "stats" avec les compteurs agrégés.
""" """
groups: dict[str, list[dict]] = {} groups: dict[str, list[dict]] = {}
@@ -112,6 +154,24 @@ def confidence_label(value: str | None) -> str:
return _CONFIDENCE_LABELS.get(value, value) return _CONFIDENCE_LABELS.get(value, value)
_SEVERITY_STYLES = {
"severe": ("Sévère", "#dc2626", "#fee2e2"),
"modere": ("Modéré", "#92400e", "#fef3c7"),
"leger": ("Léger", "#065f46", "#d1fae5"),
}
def severity_badge(value: str | None) -> Markup:
if not value or value not in _SEVERITY_STYLES:
return Markup("")
label, fg, bg = _SEVERITY_STYLES[value]
return Markup(
f'<span style="display:inline-block;padding:2px 8px;border-radius:9999px;'
f'font-size:0.75rem;font-weight:600;color:{fg};background:{bg}">'
f'{label}</span>'
)
# --------------------------------------------------------------------------- # ---------------------------------------------------------------------------
# App factory # App factory
# --------------------------------------------------------------------------- # ---------------------------------------------------------------------------
@@ -121,16 +181,35 @@ def create_app() -> Flask:
app.jinja_env.filters["confidence_badge"] = confidence_badge app.jinja_env.filters["confidence_badge"] = confidence_badge
app.jinja_env.filters["confidence_label"] = confidence_label app.jinja_env.filters["confidence_label"] = confidence_label
app.jinja_env.filters["severity_badge"] = severity_badge
ccam_dict = load_ccam_dict()
@app.route("/") @app.route("/")
def index(): def index():
groups = scan_dossiers() groups = scan_dossiers()
return render_template("index.html", groups=groups) group_stats = {name: compute_group_stats(items) for name, items in groups.items()}
return render_template("index.html", groups=groups, group_stats=group_stats)
@app.route("/dossier/<path:filepath>") @app.route("/dossier/<path:filepath>")
def detail(filepath: str): def detail(filepath: str):
dossier = load_dossier(filepath) dossier = load_dossier(filepath)
return render_template("detail.html", dossier=dossier, filepath=filepath) # Trouver les fichiers du même groupe pour la navigation
groups = scan_dossiers()
siblings = []
current_group = None
rel_parts = Path(filepath).parts
if len(rel_parts) > 1:
current_group = str(Path(*rel_parts[:-1]))
siblings = groups.get(current_group, [])
return render_template(
"detail.html",
dossier=dossier,
filepath=filepath,
ccam_dict=ccam_dict,
siblings=siblings,
current_group=current_group,
)
@app.route("/admin/models", methods=["GET"]) @app.route("/admin/models", methods=["GET"])
def list_models(): def list_models():

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@@ -173,6 +173,31 @@
ul.bullet li { margin-bottom: 0.25rem; } ul.bullet li { margin-bottom: 0.25rem; }
a.back { font-size: 0.85rem; color: #3b82f6; text-decoration: none; } a.back { font-size: 0.85rem; color: #3b82f6; text-decoration: none; }
a.back:hover { text-decoration: underline; } a.back:hover { text-decoration: underline; }
/* Badges compteurs */
.badge-count {
display: inline-flex;
align-items: center;
gap: 0.2rem;
padding: 2px 8px;
border-radius: 9999px;
font-size: 0.7rem;
font-weight: 600;
}
.badge-das { background: #dbeafe; color: #1d4ed8; }
.badge-actes { background: #e0e7ff; color: #3730a3; }
.badge-alertes { background: #ffedd5; color: #c2410c; }
.badge-cma { background: #fee2e2; color: #dc2626; }
.badge-regroup { background: #f0fdf4; color: #166534; font-size: 0.65rem; }
.badge-fusion { background: #ede9fe; color: #5b21b6; }
/* Alertes non-cumul (rouge) vs standard (orange) */
.alerte-noncumul { color: #dc2626; font-weight: 600; }
.alerte-standard { color: #9a3412; }
/* Source files */
.source-files { font-size: 0.8rem; color: #64748b; margin-top: 0.5rem; }
.source-files code { background: #f1f5f9; padding: 1px 4px; border-radius: 3px; }
</style> </style>
</head> </head>
<body> <body>

View File

@@ -4,8 +4,16 @@
{% block sidebar %} {% block sidebar %}
<div class="group-title">Navigation</div> <div class="group-title">Navigation</div>
<a href="/">Retour à la liste</a> <a href="/">Retour à la liste</a>
{% if siblings %}
<div class="group-title" style="margin-top:1rem;">{{ current_group }}</div>
{% for sib in siblings %}
<a href="/dossier/{{ sib.path_rel }}" {% if sib.path_rel == filepath %}style="color:#e2e8f0;border-left-color:#3b82f6;background:#1e293b;"{% endif %}>
{{ sib.name }}
</a>
{% endfor %}
{% endif %}
<div class="group-title" style="margin-top:1.5rem;">Actions</div> <div class="group-title" style="margin-top:1.5rem;">Actions</div>
<button id="reprocess-btn" style="width:100%;padding:0.6rem;background:#3b82f6;color:white;border:none;border-radius:0.375rem;cursor:pointer;font-size:0.875rem;font-weight:600;margin-bottom:0.5rem;">🔄 Relancer l'étude</button> <button id="reprocess-btn" style="width:100%;padding:0.6rem;background:#3b82f6;color:white;border:none;border-radius:0.375rem;cursor:pointer;font-size:0.875rem;font-weight:600;margin-bottom:0.5rem;">Relancer l'étude</button>
<div id="reprocess-status" style="font-size:0.75rem;padding:0.25rem;"></div> <div id="reprocess-status" style="font-size:0.75rem;padding:0.25rem;"></div>
{% endblock %} {% endblock %}
@@ -29,6 +37,16 @@
</div> </div>
{% endif %} {% endif %}
</div> </div>
{% if dossier.source_files %}
<div class="source-files" style="margin-top:0.75rem;">
<label style="font-size:0.7rem;color:#64748b;text-transform:uppercase;letter-spacing:0.05em;font-weight:600;">Documents sources</label>
<div style="margin-top:0.25rem;">
{% for sf in dossier.source_files %}
<code>{{ sf }}</code>{% if not loop.last %}, {% endif %}
{% endfor %}
</div>
</div>
{% endif %}
</div> </div>
{# ---- Séjour ---- #} {# ---- Séjour ---- #}
@@ -57,7 +75,11 @@
<h3 style="color:#c2410c;">Alertes de codage ({{ dossier.alertes_codage|length }})</h3> <h3 style="color:#c2410c;">Alertes de codage ({{ dossier.alertes_codage|length }})</h3>
<ul style="margin:0;padding-left:1.2rem;"> <ul style="margin:0;padding-left:1.2rem;">
{% for alerte in dossier.alertes_codage %} {% for alerte in dossier.alertes_codage %}
<li style="font-size:0.85rem;color:#9a3412;margin-bottom:0.25rem;">{{ alerte }}</li> {% if alerte.startswith('NON-CUMUL') %}
<li class="alerte-noncumul" style="font-size:0.85rem;margin-bottom:0.25rem;">{{ alerte }}</li>
{% else %}
<li class="alerte-standard" style="font-size:0.85rem;margin-bottom:0.25rem;">{{ alerte }}</li>
{% endif %}
{% endfor %} {% endfor %}
</ul> </ul>
</div> </div>
@@ -73,13 +95,17 @@
<span class="badge" style="background:#dbeafe;color:#1d4ed8;font-size:0.85rem;">{{ dp.cim10_suggestion }}</span> <span class="badge" style="background:#dbeafe;color:#1d4ed8;font-size:0.85rem;">{{ dp.cim10_suggestion }}</span>
{{ dp.cim10_confidence | confidence_badge }} {{ dp.cim10_confidence | confidence_badge }}
{% if dp.est_cma %}<span class="badge" style="background:#fee2e2;color:#dc2626;font-size:0.75rem;">CMA</span>{% endif %} {% if dp.est_cma %}<span class="badge" style="background:#fee2e2;color:#dc2626;font-size:0.75rem;">CMA</span>{% endif %}
{% if dp.niveau_severite == 'severe' %}<span class="badge" style="background:#fee2e2;color:#dc2626;font-size:0.75rem;">Sévère</span> {{ dp.niveau_severite | severity_badge }}
{% elif dp.niveau_severite == 'modere' %}<span class="badge" style="background:#fef3c7;color:#92400e;font-size:0.75rem;">Modéré</span>
{% elif dp.niveau_severite == 'leger' %}<span class="badge" style="background:#d1fae5;color:#065f46;font-size:0.75rem;">Léger</span>{% endif %}
{% endif %} {% endif %}
{% if dp.justification %} {% if dp.justification %}
<div style="margin-top:0.5rem;font-size:0.8rem;color:#475569;">{{ dp.justification }}</div> <div style="margin-top:0.5rem;font-size:0.8rem;color:#475569;">{{ dp.justification }}</div>
{% endif %} {% endif %}
{% if dp.raisonnement %}
<details style="margin-top:0.5rem;">
<summary>Raisonnement LLM</summary>
<pre>{{ dp.raisonnement }}</pre>
</details>
{% endif %}
{% if dp.sources_rag %} {% if dp.sources_rag %}
<details> <details>
<summary>Sources RAG ({{ dp.sources_rag|length }})</summary> <summary>Sources RAG ({{ dp.sources_rag|length }})</summary>
@@ -107,17 +133,22 @@
</td> </td>
<td>{% if das.cim10_suggestion %}<span class="badge" style="background:#dbeafe;color:#1d4ed8;">{{ das.cim10_suggestion }}</span>{% endif %}</td> <td>{% if das.cim10_suggestion %}<span class="badge" style="background:#dbeafe;color:#1d4ed8;">{{ das.cim10_suggestion }}</span>{% endif %}</td>
<td>{{ das.cim10_confidence | confidence_badge }}</td> <td>{{ das.cim10_confidence | confidence_badge }}</td>
<td> <td>{{ das.niveau_severite | severity_badge }}</td>
{% if das.niveau_severite == 'severe' %}<span class="badge" style="background:#fee2e2;color:#dc2626;">Sévère</span>
{% elif das.niveau_severite == 'modere' %}<span class="badge" style="background:#fef3c7;color:#92400e;">Modéré</span>
{% elif das.niveau_severite == 'leger' %}<span class="badge" style="background:#d1fae5;color:#065f46;">Léger</span>
{% else %}—{% endif %}
</td>
<td style="font-size:0.8rem;color:#475569;">{{ das.justification or '' }}</td> <td style="font-size:0.8rem;color:#475569;">{{ das.justification or '' }}</td>
</tr> </tr>
{% if das.raisonnement %}
<tr>
<td colspan="5" style="padding:0 0.75rem 0.5rem;">
<details>
<summary>Raisonnement LLM</summary>
<pre>{{ das.raisonnement }}</pre>
</details>
</td>
</tr>
{% endif %}
{% if das.sources_rag %} {% if das.sources_rag %}
<tr> <tr>
<td colspan="4" style="padding:0 0.75rem 0.5rem;"> <td colspan="5" style="padding:0 0.75rem 0.5rem;">
<details> <details>
<summary>Sources RAG ({{ das.sources_rag|length }})</summary> <summary>Sources RAG ({{ das.sources_rag|length }})</summary>
{% for src in das.sources_rag %} {% for src in das.sources_rag %}
@@ -139,12 +170,19 @@
<div class="card section"> <div class="card section">
<h3>Actes CCAM ({{ dossier.actes_ccam|length }})</h3> <h3>Actes CCAM ({{ dossier.actes_ccam|length }})</h3>
<table> <table>
<thead><tr><th>Texte</th><th>Code CCAM</th><th>Date</th><th>Validité</th></tr></thead> <thead><tr><th>Texte</th><th>Code CCAM</th><th>Regroupement</th><th>Date</th><th>Validité</th></tr></thead>
<tbody> <tbody>
{% for a in dossier.actes_ccam %} {% for a in dossier.actes_ccam %}
<tr> <tr>
<td>{{ a.texte }}</td> <td>{{ a.texte }}</td>
<td>{% if a.code_ccam_suggestion %}<span class="badge" style="background:#e0e7ff;color:#3730a3;">{{ a.code_ccam_suggestion }}</span>{% endif %}</td> <td>{% if a.code_ccam_suggestion %}<span class="badge" style="background:#e0e7ff;color:#3730a3;">{{ a.code_ccam_suggestion }}</span>{% endif %}</td>
<td>
{% if a.code_ccam_suggestion and ccam_dict.get(a.code_ccam_suggestion, {}).get('regroupement') %}
<span class="badge badge-regroup">{{ ccam_dict[a.code_ccam_suggestion]['regroupement'] }}</span>
{% else %}
{% endif %}
</td>
<td>{{ a.date or '' }}</td> <td>{{ a.date or '' }}</td>
<td> <td>
{% if a.validite == 'valide' %}<span class="badge" style="background:#d1fae5;color:#065f46;">Valide</span> {% if a.validite == 'valide' %}<span class="badge" style="background:#d1fae5;color:#065f46;">Valide</span>
@@ -257,17 +295,17 @@ document.getElementById('reprocess-btn').addEventListener('click', async () => {
const data = await response.json(); const data = await response.json();
if (data.ok) { if (data.ok) {
status.textContent = '✓ ' + data.message; status.textContent = data.message;
status.style.color = '#16a34a'; status.style.color = '#16a34a';
setTimeout(() => location.reload(), 1500); setTimeout(() => location.reload(), 1500);
} else { } else {
status.textContent = '✗ ' + (data.error || 'Erreur'); status.textContent = (data.error || 'Erreur');
status.style.color = '#dc2626'; status.style.color = '#dc2626';
btn.disabled = false; btn.disabled = false;
btn.textContent = 'Relancer l\'étude'; btn.textContent = 'Relancer l\'étude';
} }
} catch (err) { } catch (err) {
status.textContent = 'Erreur réseau'; status.textContent = 'Erreur réseau';
status.style.color = '#dc2626'; status.style.color = '#dc2626';
btn.disabled = false; btn.disabled = false;
btn.textContent = 'Relancer l\'étude'; btn.textContent = 'Relancer l\'étude';

View File

@@ -31,12 +31,30 @@
{% set ns.count = ns.count + 1 %} {% set ns.count = ns.count + 1 %}
{% endif %} {% endif %}
{% endfor %} {% endfor %}
<h3 style="display:flex;align-items:baseline;gap:0.75rem;"> {% set stats = group_stats.get(group_name, {}) %}
<h3 style="display:flex;align-items:baseline;gap:0.75rem;flex-wrap:wrap;">
{{ group_name }} {{ group_name }}
<span style="font-size:0.75rem;font-weight:400;color:#64748b;"> <span style="font-size:0.75rem;font-weight:400;color:#64748b;">
{{ items|length }} fichier(s){% if ns.count %} — total : {{ ns.total|round(1) }}s{% endif %} {{ items|length }} fichier(s){% if ns.count %} — total : {{ ns.total|round(1) }}s{% endif %}
</span> </span>
{% if stats %}
<span class="badge-count badge-das">{{ stats.das_count }} DAS</span>
<span class="badge-count badge-actes">{{ stats.actes_count }} actes</span>
{% if stats.alertes_count %}<span class="badge-count badge-alertes">{{ stats.alertes_count }} alertes</span>{% endif %}
{% if stats.cma_count %}<span class="badge-count badge-cma">{{ stats.cma_count }} CMA</span>{% endif %}
{% endif %}
</h3> </h3>
{% if items|length > 1 %}
{% for item in items if 'fusionne' in item.name %}
{% if loop.first %}
<div style="margin-bottom:0.75rem;">
<a href="/dossier/{{ item.path_rel }}" class="badge-count badge-fusion" style="text-decoration:none;font-size:0.8rem;padding:4px 12px;">
Vue patient fusionnée
</a>
</div>
{% endif %}
{% endfor %}
{% endif %}
<div style="display:grid;grid-template-columns:repeat(auto-fill,minmax(300px,1fr));gap:1rem;"> <div style="display:grid;grid-template-columns:repeat(auto-fill,minmax(300px,1fr));gap:1rem;">
{% for item in items %} {% for item in items %}
<a href="/dossier/{{ item.path_rel }}" style="text-decoration:none;color:inherit;"> <a href="/dossier/{{ item.path_rel }}" style="text-decoration:none;color:inherit;">
@@ -44,9 +62,15 @@
<div style="font-weight:600;font-size:0.9rem;margin-bottom:0.4rem;color:#0f172a;"> <div style="font-weight:600;font-size:0.9rem;margin-bottom:0.4rem;color:#0f172a;">
{{ item.name }} {{ item.name }}
</div> </div>
{% if item.dossier.document_type %} <div style="display:flex;flex-wrap:wrap;gap:0.3rem;margin-bottom:0.4rem;">
<span class="badge" style="background:#e0e7ff;color:#3730a3;">{{ item.dossier.document_type }}</span> {% if item.dossier.document_type %}
{% endif %} <span class="badge" style="background:#e0e7ff;color:#3730a3;">{{ item.dossier.document_type }}</span>
{% endif %}
{% if item.dossier.source_files %}<span class="badge badge-fusion">fusionné</span>{% endif %}
{% if item.dossier.diagnostics_associes %}<span class="badge-count badge-das">{{ item.dossier.diagnostics_associes|length }} DAS</span>{% endif %}
{% if item.dossier.actes_ccam %}<span class="badge-count badge-actes">{{ item.dossier.actes_ccam|length }} actes</span>{% endif %}
{% if item.dossier.alertes_codage %}<span class="badge-count badge-alertes">{{ item.dossier.alertes_codage|length }} alertes</span>{% endif %}
</div>
{% if item.dossier.diagnostic_principal %} {% if item.dossier.diagnostic_principal %}
<div style="margin-top:0.5rem;font-size:0.8rem;color:#334155;"> <div style="margin-top:0.5rem;font-size:0.8rem;color:#334155;">
<strong>DP :</strong> {{ item.dossier.diagnostic_principal.texte[:80] }}{% if item.dossier.diagnostic_principal.texte|length > 80 %}…{% endif %} <strong>DP :</strong> {{ item.dossier.diagnostic_principal.texte[:80] }}{% if item.dossier.diagnostic_principal.texte|length > 80 %}…{% endif %}

View File

@@ -0,0 +1,88 @@
"""Tests pour le module de détection de non-cumul CCAM."""
import pytest
from src.config import ActeCCAM
from src.medical.ccam_noncumul import check_noncumul
class TestCheckNoncumul:
def test_no_actes_no_alerts(self):
assert check_noncumul([]) == []
def test_single_acte_no_alert(self):
actes = [ActeCCAM(texte="Cholécystectomie", code_ccam_suggestion="HMFC004")]
assert check_noncumul(actes) == []
def test_same_base_code_different_activity(self):
"""Deux codes avec les 7 premiers caractères identiques déclenchent une alerte."""
actes = [
ActeCCAM(texte="Acte 1", code_ccam_suggestion="HMFC004"),
ActeCCAM(texte="Acte 2", code_ccam_suggestion="HMFC005"),
]
alertes = check_noncumul(actes)
assert any("NON-CUMUL" in a and "HMFC0" in a for a in alertes)
def test_different_base_codes_no_alert(self):
"""Codes de bases différentes : pas d'alerte de base identique."""
actes = [
ActeCCAM(texte="Acte 1", code_ccam_suggestion="HMFC004"),
ActeCCAM(texte="Acte 2", code_ccam_suggestion="ZCQK002"),
]
alertes = check_noncumul(actes)
# Pas d'alerte sur la règle 1 (même base)
assert not any("même base" in a for a in alertes)
def test_same_regroupement_same_day(self, monkeypatch):
"""Même regroupement chirurgical le même jour déclenche une alerte."""
# Monkeypatch pour simuler le regroupement
def mock_get_regroup(acte):
return "ADC"
monkeypatch.setattr(
"src.medical.ccam_noncumul._get_regroupement", mock_get_regroup
)
actes = [
ActeCCAM(texte="Acte 1", code_ccam_suggestion="ABCD001", date="01/03/2023"),
ActeCCAM(texte="Acte 2", code_ccam_suggestion="EFGH002", date="01/03/2023"),
]
alertes = check_noncumul(actes)
assert any("NON-CUMUL" in a and "ADC" in a for a in alertes)
def test_different_regroupement_no_alert(self, monkeypatch):
"""Regroupements différents non incompatibles : pas d'alerte."""
regroup_map = {"ABCD001": "ATM", "EFGH002": "ACI"}
def mock_get_regroup(acte):
return regroup_map.get(acte.code_ccam_suggestion)
monkeypatch.setattr(
"src.medical.ccam_noncumul._get_regroupement", mock_get_regroup
)
actes = [
ActeCCAM(texte="Acte 1", code_ccam_suggestion="ABCD001", date="01/03/2023"),
ActeCCAM(texte="Acte 2", code_ccam_suggestion="EFGH002", date="01/03/2023"),
]
alertes = check_noncumul(actes)
# Pas d'alerte de regroupement unique ni d'incompatibilité
assert not any("regroupement" in a.lower() for a in alertes)
def test_incompatible_regroupement_pairs(self, monkeypatch):
"""Paire de regroupements incompatibles déclenche une alerte."""
regroup_map = {"ABCD001": "ADC", "EFGH002": "ADE"}
def mock_get_regroup(acte):
return regroup_map.get(acte.code_ccam_suggestion)
monkeypatch.setattr(
"src.medical.ccam_noncumul._get_regroupement", mock_get_regroup
)
actes = [
ActeCCAM(texte="Acte 1", code_ccam_suggestion="ABCD001"),
ActeCCAM(texte="Acte 2", code_ccam_suggestion="EFGH002"),
]
alertes = check_noncumul(actes)
assert any("incompatibles" in a and "ADC" in a and "ADE" in a for a in alertes)

239
tests/test_fusion.py Normal file
View File

@@ -0,0 +1,239 @@
"""Tests pour le module de fusion multi-PDFs."""
import pytest
from src.config import (
ActeCCAM,
Diagnostic,
DossierMedical,
Sejour,
Traitement,
BiologieCle,
Imagerie,
)
from src.medical.fusion import (
merge_dossiers,
_cim10_specificity,
_prefer_most_specific_dp,
_merge_sejour,
_dedup_diagnostics,
_dedup_actes,
)
class TestCIM10Specificity:
def test_none(self):
assert _cim10_specificity(None) == 0
def test_short_code(self):
assert _cim10_specificity("I10") == 3
def test_long_code(self):
assert _cim10_specificity("K85.1") == 4
def test_longer_code(self):
assert _cim10_specificity("K80.50") == 5
class TestSpecificityLongerCodeWins:
def test_specificity_longer_code_wins(self):
d1 = DossierMedical(
diagnostic_principal=Diagnostic(texte="Calcul biliaire", cim10_suggestion="K80"),
)
d2 = DossierMedical(
diagnostic_principal=Diagnostic(texte="Calcul cholédoque", cim10_suggestion="K80.5"),
)
dp = _prefer_most_specific_dp([d1, d2])
assert dp is not None
assert dp.cim10_suggestion == "K80.5"
class TestMergeSejourTrackarePriority:
def test_merge_sejour_trackare_priority(self):
d1 = DossierMedical(
document_type="trackare",
sejour=Sejour(sexe="F", age=43, date_entree="25/02/2023"),
)
d2 = DossierMedical(
document_type="crh",
sejour=Sejour(sexe="M", age=45, date_entree="24/02/2023", mode_sortie="domicile"),
)
merged = _merge_sejour([d1, d2])
assert merged.sexe == "F" # Trackare prioritaire
assert merged.age == 43
assert merged.date_entree == "25/02/2023"
assert merged.mode_sortie == "domicile" # Complété depuis CRH
def test_merge_sejour_fills_missing(self):
d1 = DossierMedical(
document_type="trackare",
sejour=Sejour(sexe="F"),
)
d2 = DossierMedical(
document_type="crh",
sejour=Sejour(age=50, poids=75.0),
)
merged = _merge_sejour([d1, d2])
assert merged.sexe == "F"
assert merged.age == 50
assert merged.poids == 75.0
class TestDedupDiagnostics:
def test_dedup_diagnostics_by_code(self):
das = [
Diagnostic(texte="HTA", cim10_suggestion="I10", cim10_confidence="medium"),
Diagnostic(texte="Hypertension", cim10_suggestion="I10", cim10_confidence="high"),
]
result = _dedup_diagnostics(das)
assert len(result) == 1
assert result[0].cim10_confidence == "high"
def test_dedup_keeps_distinct_codes(self):
das = [
Diagnostic(texte="HTA", cim10_suggestion="I10"),
Diagnostic(texte="Diabète", cim10_suggestion="E11.9"),
]
result = _dedup_diagnostics(das)
assert len(result) == 2
class TestDedupActes:
def test_dedup_actes_by_code(self):
actes = [
ActeCCAM(texte="Cholé", code_ccam_suggestion="HMFC004"),
ActeCCAM(texte="Cholécystectomie", code_ccam_suggestion="HMFC004", date="01/03"),
]
result = _dedup_actes(actes)
assert len(result) == 1
assert result[0].date == "01/03" # Celui avec la date est préféré
class TestSingleDossierPassthrough:
def test_single_dossier_passthrough(self):
d = DossierMedical(
source_file="test.pdf",
document_type="crh",
diagnostic_principal=Diagnostic(texte="HTA", cim10_suggestion="I10"),
)
result = merge_dossiers([d])
assert result.diagnostic_principal.cim10_suggestion == "I10"
assert result.source_files == ["test.pdf"]
class TestDpNonRetainedBecomesDas:
def test_dp_non_retained_becomes_das(self):
d1 = DossierMedical(
diagnostic_principal=Diagnostic(texte="HTA", cim10_suggestion="I10"),
)
d2 = DossierMedical(
diagnostic_principal=Diagnostic(texte="Calcul cholédoque", cim10_suggestion="K80.5"),
)
result = merge_dossiers([d1, d2])
# K80.5 est plus spécifique, donc DP
assert result.diagnostic_principal.cim10_suggestion == "K80.5"
# I10 (ancien DP de d1) doit être dans les DAS
das_codes = {d.cim10_suggestion for d in result.diagnostics_associes}
assert "I10" in das_codes
class TestFusionAlertAdded:
def test_fusion_alert_added(self):
d1 = DossierMedical(source_file="a.pdf", alertes_codage=["Alerte 1"])
d2 = DossierMedical(source_file="b.pdf", alertes_codage=["Alerte 2"])
result = merge_dossiers([d1, d2])
assert result.alertes_codage[0] == "FUSION: 2 documents fusionnés"
assert "Alerte 1" in result.alertes_codage
assert "Alerte 2" in result.alertes_codage
class TestSourceFilesPopulated:
def test_source_files_populated(self):
d1 = DossierMedical(source_file="a.pdf")
d2 = DossierMedical(source_file="b.pdf")
result = merge_dossiers([d1, d2])
assert result.source_files == ["a.pdf", "b.pdf"]
class TestFullMergeCROTrackare:
def test_full_merge_cro_trackare(self):
"""Cas réel : fusion Trackare + CRO."""
trackare = DossierMedical(
source_file="trackare.pdf",
document_type="trackare",
sejour=Sejour(sexe="F", age=43, date_entree="25/02/2023", date_sortie="03/03/2023"),
diagnostic_principal=Diagnostic(
texte="Calcul des canaux biliaires",
cim10_suggestion="K80.5",
),
diagnostics_associes=[
Diagnostic(texte="HTA", cim10_suggestion="I10"),
],
actes_ccam=[
ActeCCAM(texte="Cholécystectomie", code_ccam_suggestion="HMFC004", date="01/03"),
],
traitements_sortie=[
Traitement(medicament="Paracétamol"),
],
alertes_codage=["Alerte trackare"],
)
cro = DossierMedical(
source_file="cro.pdf",
document_type="cro",
sejour=Sejour(sexe="F"),
diagnostic_principal=Diagnostic(
texte="Pancréatite aiguë lithiasique",
cim10_suggestion="K85.1",
cim10_confidence="high",
),
diagnostics_associes=[
Diagnostic(texte="Obésité", cim10_suggestion="E66.0"),
Diagnostic(texte="HTA", cim10_suggestion="I10"), # doublon
],
actes_ccam=[
ActeCCAM(texte="TDM", code_ccam_suggestion="ZCQK002"),
ActeCCAM(texte="Cholécystectomie", code_ccam_suggestion="HMFC004"), # doublon
],
traitements_sortie=[
Traitement(medicament="Paracétamol"), # doublon
Traitement(medicament="Cétirizine"),
],
alertes_codage=["Alerte CRO"],
)
result = merge_dossiers([trackare, cro])
# DP : K85.1 est plus spécifique que K80.5
assert result.diagnostic_principal.cim10_suggestion == "K85.1"
# K80.5 (ancien DP trackare) doit être dans les DAS
das_codes = {d.cim10_suggestion for d in result.diagnostics_associes}
assert "K80.5" in das_codes
assert "I10" in das_codes
assert "E66.0" in das_codes
# DAS dédupliqués : I10 ne doit pas être en double
i10_count = sum(1 for d in result.diagnostics_associes if d.cim10_suggestion == "I10")
assert i10_count == 1
# Actes dédupliqués
acte_codes = [a.code_ccam_suggestion for a in result.actes_ccam]
assert acte_codes.count("HMFC004") == 1
assert "ZCQK002" in acte_codes
# Traitements dédupliqués
meds = [t.medicament for t in result.traitements_sortie]
assert meds.count("Paracétamol") == 1
assert "Cétirizine" in meds
# Source files
assert result.source_files == ["trackare.pdf", "cro.pdf"]
# Alertes
assert result.alertes_codage[0].startswith("FUSION:")
assert "Alerte trackare" in result.alertes_codage
assert "Alerte CRO" in result.alertes_codage
# Type prioritaire : trackare
assert result.document_type == "trackare"

94
tests/test_viewer.py Normal file
View File

@@ -0,0 +1,94 @@
"""Tests pour le viewer Flask."""
import pytest
from src.viewer.app import create_app, compute_group_stats, severity_badge
from src.config import DossierMedical, Diagnostic, ActeCCAM
@pytest.fixture
def app():
app = create_app()
app.config["TESTING"] = True
return app
@pytest.fixture
def client(app):
return app.test_client()
class TestGroupStats:
def test_group_stats(self):
items = [
{
"dossier": DossierMedical(
diagnostics_associes=[
Diagnostic(texte="HTA", cim10_suggestion="I10"),
Diagnostic(texte="Diabète", cim10_suggestion="E11.9", est_cma=True),
],
actes_ccam=[
ActeCCAM(texte="Cholé", code_ccam_suggestion="HMFC004"),
],
alertes_codage=["Alerte 1", "Alerte 2"],
),
},
{
"dossier": DossierMedical(
diagnostics_associes=[
Diagnostic(texte="Obésité", cim10_suggestion="E66.0"),
],
actes_ccam=[
ActeCCAM(texte="TDM", code_ccam_suggestion="ZCQK002"),
],
alertes_codage=[],
),
},
]
stats = compute_group_stats(items)
assert stats["das_count"] == 3
assert stats["actes_count"] == 2
assert stats["alertes_count"] == 2
assert stats["cma_count"] == 1
def test_group_stats_empty(self):
stats = compute_group_stats([])
assert stats["das_count"] == 0
assert stats["alertes_count"] == 0
class TestSeverityBadgeFilter:
def test_severe(self):
result = severity_badge("severe")
assert "Sévère" in result
assert "#dc2626" in result
def test_modere(self):
result = severity_badge("modere")
assert "Modéré" in result
def test_leger(self):
result = severity_badge("leger")
assert "Léger" in result
def test_none(self):
result = severity_badge(None)
assert result == ""
def test_unknown(self):
result = severity_badge("inconnu")
assert result == ""
class TestIndexPageLoads:
def test_index_page_loads(self, client):
response = client.get("/")
assert response.status_code == 200
assert b"Dossiers" in response.data
class TestDetailPageLoads:
def test_detail_page_404(self, client):
"""Un fichier inexistant retourne 404."""
response = client.get("/dossier/nonexistent.json")
assert response.status_code == 404