How to Evaluate This Psychotherapy Quality & Clinical Supervision Platform
This production control plane processes recorded therapy sessions, strips 18 HIPAA identifiers pre-inference, and generates objective DBT Adherence Rating Scale (DBT-ARS) & CBT CTRS competence scorecards with verbatim timestamped anchors and automated SOAP clinical documentation.
DBT & CBT Scorecards
Inspect item-level scoring (1–5 scale) anchored to verbatim dialogue, historical validation, and chain analysis.
Diarized Audio Scrubbing
Scrub audio waveform and sync with therapist/patient utterances and real-time clinical tags.
SOAP Clinical Notes
Review automated Subjective, Objective, Assessment, and Plan notes with ICD-10 diagnostic codes and risk levels.
HIPAA PHI Redaction
Test the inline pre-inference redaction engine that masks names, locations, dates, and medical record numbers.
Pass Threshold: 75.0% (Level 5 Validation & Chain Verified)
Guided discovery & Socratic dialogue evaluated
48 identifiers scrubbed before LLM ingestion
Diarization, scoring & note drafting in parallel
Automated transcript audit replaces manual tape review
Diarized Session Transcript & Dialogue Anchor Trace
Welcome back, M. Let's start with our standard agenda. We need to check your diary card from the past week, prioritize targets according to the DBT hierarchy, and review the urges you logged on Thursday evening.
Thursday was really rough. My supervisor at [WORKPLACE_1] made a sarcastic comment in front of the whole department. By 8 PM I was sitting on my bathroom floor holding my medication bottle, and the urge to overdose was an 8 out of 10.
I am so glad you reached for your skills and are sitting here safely today. An 8 out of 10 urge is excruciating to sit with. Given your history with sudden public shame triggers, it makes complete sense your nervous system went into full survival alarm.
I felt so humiliated. I thought about texting you for skills coaching, but I felt like I was being a burden again.
Remember our DBT consultation agreement: you cannot be a burden by asking for skills coaching before engaging in target behavior. You only burn the bridge if you act on the urge. Let's do a complete behavioral chain analysis on Thursday evening from the moment of that meeting.
Let's pin the exact vulnerability factors leading into Thursday. Did you have adequate sleep Wednesday night, and had you taken your prescribed sertraline?
No, I stayed up until 3 AM reading emails, and I skipped breakfast. So my tank was already empty when my manager walked in.
Right. An empty tank lowers distress tolerance threshold dramatically. The prompting event was the comment at 10:15 AM. What was the immediate automatic cognitive link?
My thought was: 'Everyone knows I'm incompetent. I will be fired by Friday, and I'll end up evicted.'
That is a severe catastrophe escalation. And the physiological response followed immediately: racing heart, dissociation, knot in the throat. Where in that chain could we have injected TIPP or ACCEPTS before you reached the bathroom floor at 8 PM?
I could have done cold water temperature dive right in the office restroom at 11 AM instead of stewing in ruminative brooding all afternoon.
Exactly. Cold water dive activates the mammalian dive reflex and down-regulates sympathetic arousal within 60 seconds. Let's rehearse that right now so your body encodes the motor sequence.
DBT Adherence & Competence Rubric
Scored against gold standard Linehan DBT-ARS / Beck CTRS
Observed: Therapist explicitly linked current extreme emotional reaction to past trauma and public shame vulnerability, validating that emotional response was understandable without validating the suicidal urge.
Observed: Systematically uncovered vulnerability factors (sleep deprivation, missed meal), prompting event (manager comment), cognitive links ('everyone knows I'm incompetent'), and somatic escalation.
Observed: Balanced warm validation of patient's isolation fears with firm behavioral contingency reminder regarding coaching rules and target hierarchy.
Observed: Guided immediate somatic rehearsal of the TIPP dive reflex and practiced cognitive restructuring for office restroom deployment.
Observed: Obtained concrete verbal commitment for filling out daily diary card and executing skills coaching call before urge hits level 6.
Inline HIPAA Safe Harbor PHI De-Identification Engine
Scans and masks 18 HIPAA Safe Harbor identifiers (Patient Names, MRNs, Dates, Locations, Phone/Email) prior to any LLM API transmission.
End-to-End Clinical Processing Architecture
Event-driven pipeline orchestration: from raw audio stream to HIPAA-sanitized scoring, anchored quotes, and EHR dispatch.
Step Telemetry & Resilience Spec: 3. Dual-LLM Clinical Scoring
Bound by strict JSON schema. Scores Linehan DBT Validation/Chain Analysis or Beck CTRS Socratic discovery against gold standard guidelines.
{"modality": "DBT", "overallAdherence": 87, "competencyStatus": "COMPETENT"}Production-Ready Stack Blueprints (Jeremy Stack Aligned)
Drop-in source code ready for immediate repository integration: Svelte 5 components, SvelteKit endpoints, Azure DevOps CI/CD, and Python FastAPI.
<script lang="ts">
import type { TherapySession } from '$lib/types';
import { ShieldCheck, Play, Pause, AlertTriangle } from 'lucide-svelte';
// Svelte 5 Runes
let { session }: { session: TherapySession } = $props();
let isPlaying = $state(false);
let currentTime = $state(0);
let adherenceColor = $derived(
session.dbtAdherenceScore >= 80 ? 'text-emerald-600 bg-emerald-50 border-emerald-200' :
session.dbtAdherenceScore >= 65 ? 'text-amber-600 bg-amber-50 border-amber-200' :
'text-rose-600 bg-rose-50 border-rose-200'
);
function togglePlay() {
isPlaying = !isPlaying;
}
</script>
<div class="rounded-xl border border-slate-200 dark:border-slate-800 bg-white dark:bg-slate-900 p-4 shadow-sm">
<div class="flex items-center justify-between gap-2 mb-3">
<div>
<span class="text-xs font-bold uppercase tracking-wider text-slate-400">
{session.modality} Session • {session.patientToken}
</span>
<h4 class="text-sm font-bold text-slate-900 dark:text-white">
{session.clinicianName} ({session.date})
</h4>
</div>
<div class="flex items-center gap-1.5">
<span class="text-xs font-mono font-bold px-2.5 py-1 rounded-full border {adherenceColor}">
{session.dbtAdherenceScore}% Adherence
</span>
</div>
</div>
<div class="flex items-center gap-3 p-2.5 rounded-lg bg-slate-50 dark:bg-slate-800/60 border border-slate-200 dark:border-slate-700">
<button
onclick={togglePlay}
class="h-8 w-8 rounded-full bg-teal-600 text-white flex items-center justify-center hover:bg-teal-700 transition"
aria-label="Toggle Play"
>
{#if isPlaying}
<Pause class="h-4 w-4" />
{:else}
<Play class="h-4 w-4 ml-0.5" />
{/if}
</button>
<div class="flex-1">
<div class="h-2 bg-slate-200 dark:bg-slate-700 rounded-full overflow-hidden">
<div class="h-full bg-teal-600 transition-all duration-300" style="width: 42%;"></div>
</div>
</div>
<span class="text-xs font-mono text-slate-500">14:22 / 52:00</span>
</div>
</div>Clinical Supervision ROI & Time-Savings Engine
Model clinic economic impact: Replace manual 50-minute tape listening with instant AI scorecards and targeted supervisor coaching.
Net capital saved by eliminating 80% of passive tape-listening hours while maintaining 100% session adherence audits.
Direct hours returned to clinical directors to see billable patients or conduct focused 1-on-1 skills coaching.
Eliminates clinical malpractice blind spots: Every session scored against DBT-ARS & CTRS vs traditional 10% spot checks.
Based on $0.0038/session inference cost against standard clinical supervisor loaded compensation.