Améliore la qualité du codage CIM-10 sur 3 axes : - Contexte clinique enrichi (interprétations bio, traitements indicatifs, marqueurs sévérité) - Preuves cliniques structurées par diagnostic (evidence linking dans le prompt LLM) - Validation batch post-codage (1 appel LLM/dossier, ajustement confiance, alertes QC) Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
265 lines
9.5 KiB
Python
265 lines
9.5 KiB
Python
"""Tests pour le module d'enrichissement du contexte clinique."""
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import pytest
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from src.medical.clinical_context import (
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BIO_INTERPRETATIONS,
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TREATMENT_INDICATORS,
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interpret_bio_value,
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detect_treatment_indicators,
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detect_severity_markers,
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build_enriched_context,
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format_enriched_context,
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)
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from src.config import (
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BiologieCle,
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Diagnostic,
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DossierMedical,
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Imagerie,
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Sejour,
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Traitement,
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)
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# --- interpret_bio_value ---
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class TestInterpretBioValue:
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def test_crp_major(self):
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assert interpret_bio_value("CRP", "180", True) == "syndrome inflammatoire majeur"
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def test_crp_moderate(self):
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assert interpret_bio_value("CRP", "45", True) == "syndrome inflammatoire modéré"
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def test_crp_minor(self):
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assert interpret_bio_value("CRP", "8", True) == "syndrome inflammatoire mineur"
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def test_crp_normal(self):
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assert interpret_bio_value("CRP", "3", False) is None
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def test_lipase_pancreatite(self):
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assert interpret_bio_value("Lipasémie", "450", True) == "pancréatite biologique (>3N)"
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def test_lipase_moderee(self):
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assert interpret_bio_value("Lipasémie", "90", True) == "élévation modérée de la lipase"
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def test_hemoglobine_severe(self):
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assert interpret_bio_value("Hémoglobine", "6.5", True) == "anémie sévère (transfusion probable)"
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def test_hemoglobine_moderee(self):
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assert interpret_bio_value("Hémoglobine", "9", True) == "anémie modérée"
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def test_plaquettes_severe(self):
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assert interpret_bio_value("Plaquettes", "30", True) == "thrombopénie sévère"
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def test_leucocytes_high(self):
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assert interpret_bio_value("Leucocytes", "25", True) == "hyperleucocytose majeure (infection, inflammation)"
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def test_leucocytes_low(self):
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assert interpret_bio_value("Leucocytes", "1.5", True) == "leucopénie sévère (aplasie, immunodépression)"
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def test_creatinine_severe(self):
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assert interpret_bio_value("Créatinine", "350", True) == "insuffisance rénale sévère"
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def test_unknown_test(self):
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assert interpret_bio_value("Glycémie", "2.5", True) is None
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def test_invalid_value(self):
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assert interpret_bio_value("CRP", "positive", True) is None
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def test_comma_separator(self):
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assert interpret_bio_value("Hémoglobine", "6,5", True) == "anémie sévère (transfusion probable)"
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def test_bilirubine_ictere(self):
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assert interpret_bio_value("Bilirubine totale", "55", True) == "ictère franc"
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def test_asat_cytolyse_majeure(self):
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assert interpret_bio_value("ASAT", "250", True) == "cytolyse hépatique majeure (>5N)"
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def test_asat_cytolyse_moderee(self):
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assert interpret_bio_value("ASAT", "100", True) == "cytolyse hépatique modérée (>2N)"
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# --- detect_treatment_indicators ---
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class TestDetectTreatmentIndicators:
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def test_insuline(self):
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traitements = [Traitement(medicament="INSULINE LANTUS 20UI")]
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result = detect_treatment_indicators(traitements)
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assert len(result) == 1
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assert result[0]["condition"] == "diabète insulino-traité"
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def test_antibiotique_iv(self):
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traitements = [Traitement(medicament="CEFTRIAXONE 1g IV")]
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result = detect_treatment_indicators(traitements)
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assert len(result) == 1
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assert result[0]["condition"] == "antibiothérapie IV"
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def test_multiple(self):
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traitements = [
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Traitement(medicament="Metformine 1000mg"),
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Traitement(medicament="Enoxaparine 4000UI"),
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Traitement(medicament="Paracétamol 1g"),
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]
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result = detect_treatment_indicators(traitements)
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assert len(result) == 2
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conditions = {r["condition"] for r in result}
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assert "diabète type 2" in conditions
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assert "anticoagulation (HBPM)" in conditions
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def test_no_match(self):
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traitements = [Traitement(medicament="Paracétamol 1g")]
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result = detect_treatment_indicators(traitements)
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assert result == []
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def test_dedup_conditions(self):
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traitements = [
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Traitement(medicament="Enoxaparine 4000UI"),
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Traitement(medicament="Lovenox 4000UI"),
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]
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result = detect_treatment_indicators(traitements)
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# Les deux sont HBPM, mais une seule condition
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assert len(result) == 1
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def test_dict_input(self):
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traitements = [{"medicament": "morphine 10mg"}]
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result = detect_treatment_indicators(traitements)
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assert len(result) == 1
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assert result[0]["condition"] == "analgésie palier 3 (douleur sévère)"
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# --- detect_severity_markers ---
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class TestDetectSeverityMarkers:
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def test_sejour_prolonge(self):
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dossier = DossierMedical(sejour=Sejour(duree_sejour=20))
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markers = detect_severity_markers(dossier)
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assert any("séjour prolongé" in m for m in markers)
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def test_sejour_gt7(self):
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dossier = DossierMedical(sejour=Sejour(duree_sejour=10))
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markers = detect_severity_markers(dossier)
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assert any("séjour >7 jours" in m for m in markers)
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def test_patient_tres_age(self):
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dossier = DossierMedical(sejour=Sejour(age=85))
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markers = detect_severity_markers(dossier)
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assert any("très âgé" in m for m in markers)
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def test_patient_age(self):
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dossier = DossierMedical(sejour=Sejour(age=72))
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markers = detect_severity_markers(dossier)
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assert any("patient âgé" in m for m in markers)
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def test_obesite_morbide(self):
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dossier = DossierMedical(sejour=Sejour(imc=42.0))
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markers = detect_severity_markers(dossier)
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assert any("obésité morbide" in m for m in markers)
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def test_complications(self):
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dossier = DossierMedical(complications=["Fièvre", "Hématome"])
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markers = detect_severity_markers(dossier)
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assert any("2 complication(s)" in m for m in markers)
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def test_no_markers(self):
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dossier = DossierMedical(sejour=Sejour(age=45, duree_sejour=3))
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markers = detect_severity_markers(dossier)
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assert markers == []
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# --- build_enriched_context ---
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class TestBuildEnrichedContext:
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def test_basic_context(self):
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dossier = DossierMedical(
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sejour=Sejour(sexe="M", age=65, duree_sejour=5),
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biologie_cle=[
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BiologieCle(test="CRP", valeur="150", anomalie=True),
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],
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traitements_sortie=[
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Traitement(medicament="Ceftriaxone 1g"),
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],
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)
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ctx = build_enriched_context(dossier)
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assert ctx["sexe"] == "M"
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assert ctx["age"] == 65
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assert len(ctx["interpretations_bio"]) == 1
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assert ctx["interpretations_bio"][0]["interpretation"] == "syndrome inflammatoire majeur"
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assert len(ctx["conditions_traitements"]) == 1
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assert ctx["conditions_traitements"][0]["condition"] == "antibiothérapie IV"
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def test_no_abnormal_bio(self):
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dossier = DossierMedical(
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biologie_cle=[
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BiologieCle(test="CRP", valeur="3", anomalie=False),
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],
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)
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ctx = build_enriched_context(dossier)
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assert ctx["interpretations_bio"] == []
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# --- format_enriched_context ---
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class TestFormatEnrichedContext:
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def test_with_interpretations(self):
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ctx = {
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"sexe": "F",
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"age": 70,
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"imc": None,
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"duree_sejour": 10,
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"antecedents": ["HTA", "Diabète"],
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"biologie_cle": [("CRP", "180", True)],
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"imagerie": [],
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"complications": [],
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"dp_texte": None,
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"das_codes_existants": None,
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"interpretations_bio": [
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{"test": "CRP", "valeur": "180 mg/L", "interpretation": "syndrome inflammatoire majeur"},
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],
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"conditions_traitements": [
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{"medicament": "Insuline", "condition": "diabète insulino-traité"},
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],
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"marqueurs_severite": ["séjour >7 jours (10 jours)"],
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}
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result = format_enriched_context(ctx)
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assert "Patient : F, 70 ans" in result
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assert "Durée séjour : 10 jours" in result
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assert "HTA" in result
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assert "CRP 180" in result
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assert "INTERPRÉTATION CLINIQUE" in result
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assert "syndrome inflammatoire majeur" in result
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assert "diabète insulino-traité" in result
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assert "séjour >7 jours" in result
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def test_empty_context(self):
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ctx = {
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"sexe": None, "age": None, "imc": None,
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"duree_sejour": None, "antecedents": [],
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"biologie_cle": [], "imagerie": [],
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"complications": [], "dp_texte": None,
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"das_codes_existants": None,
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"interpretations_bio": [],
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"conditions_traitements": [],
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"marqueurs_severite": [],
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}
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result = format_enriched_context(ctx)
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assert result == "Non précisé"
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def test_backward_compat_bio_format(self):
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"""Le format bio tuple (test, valeur, anomalie) doit rester compatible."""
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ctx = {
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"sexe": None, "age": None, "imc": None,
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"duree_sejour": None, "antecedents": [],
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"biologie_cle": [("CRP", "180", True)],
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"imagerie": [],
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"complications": [],
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"dp_texte": None,
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"das_codes_existants": None,
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"interpretations_bio": [],
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"conditions_traitements": [],
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"marqueurs_severite": [],
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}
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result = format_enriched_context(ctx)
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assert "CRP 180" in result
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assert "(\u2191)" in result
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