152 lines
5.5 KiB
C#
152 lines
5.5 KiB
C#
using System.Text.Json;
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using Microsoft.EntityFrameworkCore;
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using Microsoft.Extensions.Options;
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using Prometheus;
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using StackExchange.Redis;
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public class TrendDetector
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{
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private readonly IConnectionMultiplexer _redis;
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private readonly IServiceProvider _services;
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private readonly TrendDetectionOptions _options;
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private readonly ClinicalMetrics _metrics;
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private readonly ILogger<TrendDetector> _logger;
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public TrendDetector(
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ILogger<TrendDetector> logger,
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ClinicalMetrics metrics,
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IServiceProvider services,
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IConnectionMultiplexer redis,
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IOptions<TrendDetectionOptions> options)
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{
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_logger = logger;
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_metrics = metrics;
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_services = services;
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_redis = redis;
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_options = options.Value;
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}
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public async Task<TrendResult> ProcessObservationAsync(
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Guid encounterId,
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Guid patientId,
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string observationCode,
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decimal value,
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DateTimeOffset recordedAt,
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CancellationToken ct = default)
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{
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if (!TrendCalculator.IsTrendCode(observationCode))
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return new TrendResult(TrendOutcome.NotTrendCode);
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using var timer = _metrics.TrendAnalysisDuration.NewTimer();
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var cache = _redis.GetDatabase();
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var key = TrendCalculator.HistoryKey(encounterId, observationCode);
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// Append new entry to history list
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var entry = new TrendHistoryEntry(value, recordedAt);
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var historyJson = await cache.StringGetAsync(key);
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var history = historyJson.HasValue
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? JsonSerializer.Deserialize<List<TrendHistoryEntry>>(historyJson!) ?? new()
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: new List<TrendHistoryEntry>();
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history.Add(entry);
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// Trim to max entries and evict entries outside window
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var cutoff = recordedAt.AddMinutes(-_options.WindowMinutes);
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history = history
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.Where(e => e.RecordedAt >= cutoff)
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.TakeLast(_options.MaxHistoryEntries)
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.ToList();
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await cache.StringSetAsync(
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key,
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JsonSerializer.Serialize(history),
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TimeSpan.FromSeconds(_options.HistoryTtlSeconds));
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if (history.Count < 2)
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return new TrendResult(TrendOutcome.InsufficientHistory, observationCode);
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var rate = TrendCalculator.ComputeRatePerMinute(history, _options.WindowMinutes);
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if (rate is null)
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return new TrendResult(TrendOutcome.InsufficientHistory, observationCode);
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if (!_options.RateThresholdsPerMinute.TryGetValue(observationCode, out var threshold))
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return new TrendResult(TrendOutcome.Stable, observationCode, rate);
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if (!TrendCalculator.ExceedsThreshold(observationCode, rate.Value, threshold))
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return new TrendResult(TrendOutcome.Stable, observationCode, rate);
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var details = TrendCalculator.DescribeTrend(observationCode, rate.Value, value);
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var created = await TryCreateAlertAsync(
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encounterId, patientId, observationCode, details, rate.Value, ct);
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return new TrendResult(
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created ? TrendOutcome.RapidDeterioration : TrendOutcome.AlertAlreadyOpen,
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observationCode, rate, created);
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}
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private async Task<bool> TryCreateAlertAsync(
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Guid encounterId, Guid patientId,
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string observationCode, string details, decimal ratePerMinute,
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CancellationToken ct)
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{
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using var scope = _services.CreateScope();
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var db = scope.ServiceProvider.GetRequiredService<AppDbContext>();
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await using var tx = await db.Database.BeginTransactionAsync(ct);
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var alertId = Guid.NewGuid();
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var triggeredAt = DateTimeOffset.UtcNow;
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var fullDetails = $"{details} — velocity {ratePerMinute:F2}/min over {_options.WindowMinutes}min window.";
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var affected = await db.Database.ExecuteSqlInterpolatedAsync($"""
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INSERT INTO clinical_alerts
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(id, encounter_id, patient_id, alert_type, severity, details, observation_code, status, triggered_at)
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SELECT {alertId}, {encounterId}, {patientId},
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'RAPID_DETERIORATION', 'WARNING', {fullDetails}, {observationCode}, 'OPEN', {triggeredAt}
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WHERE NOT EXISTS (
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SELECT 1 FROM clinical_alerts
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WHERE encounter_id = {encounterId}
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AND alert_type = 'RAPID_DETERIORATION'
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AND observation_code = {observationCode}
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AND status IN ('OPEN', 'ESCALATED')
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)
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""", ct);
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if (affected == 0)
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{
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await tx.RollbackAsync(ct);
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return false;
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}
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db.OutboxEvents.Add(new OutboxEvent
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{
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Id = Guid.NewGuid(),
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Topic = "alert.generated",
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Payload = JsonSerializer.Serialize(new
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{
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alertId,
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encounterId,
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patientId,
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alertType = "RAPID_DETERIORATION",
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severity = "Warning",
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details = fullDetails,
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triggeredAt,
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observationCode,
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ratePerMinute,
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partitionKey = encounterId.ToString()
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}),
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PartitionKey = encounterId.ToString(),
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CreatedAt = DateTimeOffset.UtcNow
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});
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await db.SaveChangesAsync(ct);
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await tx.CommitAsync(ct);
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_metrics.TrendAlertsTotal.WithLabels(observationCode).Inc();
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_metrics.ClinicalAlertsTotal
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.WithLabels("RAPID_DETERIORATION", "Warning").Inc();
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return true;
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}
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} |