Module medical_computing 

Medical Computing Library - Healthcare Data Processing and Medical Analytics

This module provides high-performance medical computing operations leveraging Phase 2 enhancements:

• Fiduciary Cryptography (ML-DSA) for secure medical data protection
• Zero-Knowledge Semantic Proofs for privacy-preserving medical research
• Hardware-Sympathetic Storage (ZNS) for zero-copy medical data
• Statistical Computing Library for advanced medical analytics

Structs

ADMEPrediction

ADME prediction

AbnormalityDetector

Abnormality detector

AbsorptionModel

Absorption model

AccessCondition

Access conditions

AccessControl

Access controls

AccessLogging

Access logging

AccessPolicy

Access policies

AccessRule

Access rules

AcquisitionParameters

Acquisition parameters

AcquisitionProtocol

Acquisition protocols

Address

Address

AgreementTerm

Agreement terms

AlertSystem

Alert systems

Allergy

Allergy

AnalysisAlgorithm

Analysis algorithms

AnalysisMethod

Analysis methods

AnimalModel

Animal models

AnomalyDetection

Anomaly detection

AnonymizationEngine

Anonymization engine

AnonymizationMethod

Anonymization methods

AnonymizationParameters

Anonymization parameters

AssayReadout

Assay readouts

AssessmentCriterion

Assessment criteria

AuditEntry

Audit trail entry for medical data access

AuditEvent

Audit events

AuditFinding

Audit findings

AuditReport

Audit reports

AuditSystem

Audit system

AuditTrail

Audit trails

AuthenticationFactor

Authentication factors

AuthenticationMethod

Authentication methods

AuthenticationSystem

Authentication system

AuthorizationCondition

Authorization conditions

AuthorizationPolicy

Authorization policies

AuthorizationRule

Authorization rules

AuthorizationSystem

Authorization system

BestPractice

Best practices

BindingSite

Binding sites

BloodPressure

Blood pressure

BreachDetection

Breach detection

BreachNotification

Breach notification

ChannelConfiguration

Channel configuration

ClinicalAnalysis

Clinical data analysis result

ClinicalAnalyzer

Clinical analyzer for medical data analysis

ClinicalGuideline

Clinical guidelines

ClinicalRiskAssessment

Clinical risk assessment

ClinicalRiskFactor

Clinical risk factors

ClinicalRiskModel

Clinical risk models

ClinicalStandards

Clinical standards

CohortSummary

Summary of a numeric cohort, computed via crate::solvers::statistics.

ComplianceMetric

Compliance metrics

ComplianceMonitoring

Compliance monitoring

ComplianceReport

Compliance report for regulatory requirements

ComplianceRequirement

Compliance requirements

Compound

Compounds

CompoundLibrary

Compound libraries

CompoundProperties

Compound properties

CompoundScreenRow

One screened compound’s descriptor row + filter verdicts + similarity to the query.

CompoundScreening

Compound screening

CompressionMethod

Compression methods

ConditionModel

One condition’s probabilistic model within a caller-supplied knowledge base.

ConditionPosterior

Posterior for one condition.

ConsentManagement

Consent management

ConsentPolicy

Consent policies

ConsentRecord

Consent records

ConsentRequirement

Consent requirements

ConsentWorkflow

Consent workflows

ContactInfo

Contact information

DataAccessControl

Data access control

DataProcessingAgreement

Data processing agreements

DataProtection

Data protection

DataProtectionPrinciple

Data protection principles

DataSubjectRight

Data subject rights

DecisionNode

Decision nodes

DecisionSupport

Decision support

DecisionTree

Decision trees

Demographics

Demographics

DetectionAlgorithm

Detection algorithms

DetectionMethod

Detection methods

DiagnosticAlgorithm

Diagnostic algorithms

DiagnosticEngine

Diagnostic engine

DiagnosticKnowledgeBase

A caller-supplied, non-authoritative knowledge base for the Bayes engine.

Diet

Diet

DifferentialProposal

Ranked differential proposal. ranked is sorted descending by posterior; ties are broken by condition_id ascending for a deterministic order.

DistributionModel

Distribution model

DrugDiscovery

Drug discovery

DrugTarget

Drug targets

EmergencyContact

Emergency contact

EncryptionAlgorithm

Encryption algorithms

EncryptionKey

Encryption keys

EncryptionManager

Encryption manager

EnhancementTechnique

Enhancement techniques

EscalationAction

Escalation actions

EscalationLevel

Escalation levels

EscalationMatrix

Escalation matrix

EscalationProcedures

Escalation procedures

EscalationRule

Escalation rules

ExcretionModel

Excretion model

ExerciseHabits

Exercise habits

FactorCombination

Factor combinations

FamilyCondition

Family condition

FamilyHistory

Family history

FollowUpCare

Follow-up care

GDPRCompliance

GDPR compliance

GeneticDisorder

Genetic disorder

GuidelineRecommendation

Guideline recommendations

HIPAACompliance

HIPAA compliance

HIPAARequirement

HIPAA requirements

Hospitalization

Hospitalization

ImageAcquisition

Image acquisition

ImageAnalysis

Image analysis

ImageAnalysisResult

Result of processing one intensity grid. All fields are computed from the input; none is fabricated. Foreground of mask is defined as intensity > threshold.

ImageProcessing

Image processing

ImageStorage

Image storage

ImagingStudy

Imaging study

ImplementationProcedure

Implementation procedures

ImplementationStep

Implementation steps

InVitroTest

In vitro tests

InVitroTesting

In vitro testing

InVivoTesting

In vivo testing

IncidentResponse

Incident response

KeyManagement

Key management

KeyRecovery

Key recovery

KeyRotation

Key rotation

LabInterpreter

Lab interpreter

LabResult

Lab result

LeadOptimization

Lead optimization

LogAnalysis

Log analysis

LogEntry

Log entries

MedicalComplianceMonitor

Medical compliance monitor

MedicalComputingLibrary

Medical Computing Library Manager

MedicalCondition

Medical condition

MedicalHistory

Medical history

MedicalIdentifier

Medical identifier

MedicalImage

Medical image

MedicalImaging

Medical imaging

MedicalOperationResult

Medical operation result

MedicalPerformanceMetrics

Medical library performance summary metrics

Medication

Medication

MetabolicPathway

Metabolic pathways

MetabolismModel

Metabolism model

ModelPerformanceMetrics

Model performance metrics

MonitoringRule

Monitoring rules

MultiFactorAuthentication

Multi-factor authentication

NotificationChannel

Notification channels

NotificationRequirement

Notification requirements

NotificationRule

Notification rules

NotificationTemplate

Notification templates

OptimizationStrategy

Optimization strategies

OutcomeMetric

Outcome metrics

OutcomePredictor

Outcome predictor

Patient

Patient representation

PatientManager

Patient manager for patient data management

PatientRecords

Patient records

PermissionGroup

Permission groups

PermissionManagement

Permission management

PreclinicalTesting

Preclinical testing

PredictionModel

Prediction models

PreprocessingAlgorithm

Preprocessing algorithms

PrivacyModel

Privacy models

PrivacyModelParameters

Privacy model parameters

PrivacyProtection

Privacy protection

PrivacyRule

Privacy rules

Procedure

Procedure

ProcedureStep

Procedure steps

ProcessedImage

Processed medical image

ProtectionPolicy

Protection policies

QualityControl

Quality control

QualityMetric

Quality metrics

QualityRequirement

Quality requirements

QualityStandard

Quality standards

RecoveryMethod

Recovery methods

RecoveryProcedure

Recovery procedures

RecoveryStep

Recovery steps

ReferenceRange

Reference range

ResponsePlan

Response plans

ResponseStep

Response steps

ResponseTeam

Response team

RetentionPolicy

Retention policy

RiskAssessment

Risk assessment

RiskFactor

Risk factors

RiskMetric

Risk metrics

RiskModel

Risk models

Role

Roles

RoleHierarchy

Role hierarchy

RoleManagement

Role management

RotationHistory

Rotation history

RotationPolicy

Rotation policy

RotationSchedule

Rotation schedule

SafetyAssessment

Safety assessments

ScoringSystem

Scoring system

ScreeningAssay

Screening assays

ScreeningMetrics

Screening performance metrics

ScreeningProposal

Ranked, honestly-labeled screening proposal.

ScreeningResults

Drug screening results

SecurityControl

Security controls

SecurityRule

Security rules

Session

Sessions

SessionManagement

Session management

SessionPolicy

Session policies

SeverityAssessment

Severity assessment

SocialHistory

Social history

StorageSystem

Storage systems

StudyDesign

Study designs

Surgery

Surgery

SymptomAnalyzer

Symptom analyzer

SymptomCorrelation

Symptom correlations

SymptomPattern

Symptom patterns

TargetDatabase

Target databases

TargetIdentification

Target identification

TargetProperties

Target properties

TeamMember

Team members

TeamRole

Team roles

TestResult

Test results

ToxicityProfile

Toxicity profile

ToxicologyStudies

Toxicology studies

ToxicologyStudy

Toxicology studies

TravelRecord

Travel record

TreatmentGuideline

Treatment guidelines

TreatmentPlan

Treatment plan

TreatmentPlanner

Treatment planner

TreatmentRecommendation

Treatment recommendations

TriggerCondition

Trigger conditions

ValidationMethod

Validation methods

ValidationResults

Validation results

VitalSigns

Vital signs

WorkflowStep

Workflow steps

Enums

AccessAction

Access actions

AccessControlType

Access control types

AccessOutcome

Access outcomes

AccessPolicyType

Access policy types

AgreementTermType

Agreement term types

AlcoholUse

Alcohol use

AlertSystemType

Alert system types

AllergySeverity

Allergy severity

AnalysisAlgorithmType

Analysis algorithm types

AnalysisMethodType

Analysis method types

AnonymizationMethodType

Anonymization method types

AssayType

Assay types

AssessmentType

Assessment types

AuthenticationFactorType

Authentication factor types

AuthenticationMethodType

Authentication method types

AuthorityLevel

Authority levels

AuthorizationConditionType

Authorization condition types

AuthorizationDecision

Authorization decisions

AuthorizationPolicyType

Authorization policy types

Availability

Availability

ClinicalDataType

ClinicalRiskModelType

Clinical risk model types

ComplianceStatus

Compliance status

ComplianceType

CompoundLibraryType

Compound library types

CompressionMethodType

Compression method types

ConditionStatus

Condition status

ConditionType

Condition types

ConsentPolicyType

Consent policy types

ConsentStatus

Consent status

ConsentType

Consent types

DataClassification

Data classification

DeletionMethod

Deletion methods

DetectionAlgorithmType

Detection algorithm types

DetectionMethodType

Detection method types

DiagnosticAlgorithmType

Diagnostic algorithm types

DrugUse

Drug use

EncryptionStrength

Encryption strength

EncryptionType

Encryption types

EnhancementTechniqueType

Enhancement technique types

EscalationActionType

Escalation action types

EvidenceLevel

Evidence levels

ExcretionRoute

Excretion routes

FactorCategory

Factor categories

FindingSeverity

Finding severity

FindingType

Finding types

Gender

Gender types

GuidelineType

Guideline types

IdentifierType

Identifier types

ImageFormat

Image formats

ImageProcessingType

ImagingModality

Imaging modalities

ImagingType

Imaging types

InVitroTestType

In vitro test types

KeyType

Key types

MeasurementMethod

Measurement methods

MedicalError

Medical error types

MessageFormat

Message formats

ModelType

Model types

MonitoringRuleType

Monitoring rule types

NodeType

Node types

NotificationChannelType

Notification channel types

OptimizationStrategyType

Optimization strategy types

OutcomeMetricType

Outcome metric types

Permission

Permissions

PolicyType

Policy types

Position

Measurement positions

PredictionModelType

Prediction model types

PreprocessingAlgorithmType

Preprocessing algorithm types

PrivacyModelType

Privacy model types

PrivacyRuleType

Privacy rule types

ProcedureOutcome

Procedure outcomes

QualityMetricType

Quality metric types

QualityStandardType

Quality standard types

ReactionType

Reaction types

ReadoutType

Readout types

RecommendationGrade

Recommendation grades

RecommendationStrength

Recommendation strength

RecoveryMethodType

Recovery method types

RecoveryStepType

Recovery step types

ReportType

Report types

RequirementType

Requirement types

ResponsePlanType

Response plan types

ResponseStepType

Response step types

ResultStatus

Result status

RiskModelType

Risk model types

RotationTrigger

Rotation triggers

Route

Administration routes

ScoringAlgorithm

Scoring algorithms

SecurityControlType

Security control types

SecurityLevel

Security levels

SecurityRuleType

Security rule types

SegmentationThreshold

How the segmentation threshold is chosen.

Severity

Severity levels

SiteType

Site types

SmokingStatus

Smoking status

StorageSystemType

Storage system types

StudyDesignType

Study design types

TargetDatabaseType

Target database types

TargetType

Target types

TestOutcome

Test outcomes

ToxicologyStudyType

Toxicology study types

TrailType

Trail types

TriggerConditionType

Trigger condition types

ValidationMethodType

Validation method types

WorkflowStepType

Workflow step types

Constants

DIFFERENTIAL_EPISTEMIC_STATUS

Honest epistemic label stamped on every DifferentialProposal.

FINGERPRINT_BITS

Fingerprint length in bits.

IMAGING_EPISTEMIC_STATUS

Honest epistemic label stamped on every ImageAnalysisResult.

SCREENING_EPISTEMIC_STATUS

Honest epistemic label stamped on every ScreeningProposal.

Functions

analyze_differential

Compute the normalized posterior differential over kb given the present observed findings.

analyze_intensity_grid

Process a caller-provided row-major intensity grid.

screen_compounds_rulebased

Screen compounds against target, ranking by structural similarity to an optional query_smiles. Descriptors come from the compound’s chemical_structure (SMILES); if a structure does not parse, the caller-declared Compound.properties are used and the row is flagged descriptors_from_structure = false.

structural_fingerprint

Build a deterministic structural fingerprint from a SMILES string: a folded bitset over per-atom element features (radius 0) and canonical bonded-pair features (radius 1). An unparseable/empty structure yields an all-zero fingerprint.

tanimoto_bits

Tanimoto (Jaccard) similarity of two equal-length boolean fingerprints: |A ∩ B| / |A ∪ B|. Returns 0.0 when the union is empty (both all-zero). If lengths differ, only the overlapping prefix is compared.