1doc DEC
The Definitive Competitive Moat in Primary Care
Traditional EMRs Are Passive Filing Cabinets
In a standard five-minute GP consultation, a doctor must process dozens of clinical variables, cross-reference medical history, and formulate a safe treatment plan. Traditional EMRs don't help doctors think — they just force them to type. Human error is inevitable. For healthcare networks, this inconsistency is a massive liability.
THE 5-MINUTE CONSULTATION BOTTLENECK
We Didn't Digitize the Record. We Digitized Clinical Reasoning.
The Consultation Reasoning Engine (CRE) is a five-layer pipeline that processes every single GP consultation in real-time, extracting features, running inference, and generating structured clinical outputs atomically.
L1 — Input Collector
Structured inputs, vitals, EMR data
L2 — Feature Extractor
NLP, ICD-10 mapping, negation detection
L3 — Inference Engine
Bayesian model, DEC triggers, red flags
L4 — Output Generator
Clinical record, audit trail, patient comms
L5 — Temporal Dispatcher
Monitoring rules, Health Coach tasks
Decision, Escalation and Contextual Cards: Standardized Excellence at Scale
DEC-ACUTE-007: CHEST PAIN PROTOCOL — AUTOMATED TRIGGER, STRUCTURED WORKFLOW, MANDATORY COMPLETION
Clinical Safety
8 universal red flags evaluated every session. Auto-detects SpO2 < 94%, SBP < 90, HR > 130. Zero missed critical alerts.
Governance
Every session generates an immutable audit entry. If a clinician overrides the system, they must justify why. Built-in regulatory compliance.
Efficiency
From a single inference, the system atomically generates the clinical record, governance audit trail, and patient-facing communication. One inference, three outputs.
Episodic Visits Become Continuous Care Loops
Traditional EMRs stop working when the patient walks out the door. The 1doc CRE features a Temporal State Machine that registers proactive monitoring rules for every patient, transforming episodic visits into active, continuous care.
Consultation Complete
Exit status assigned, monitoring rules activate
Health Coach Follow-up
Automated symptom verification via WhatsApp
No Improvement
Health Coach escalation — clinic booking initiated
Symptoms Persist
Doctor alert — consider further investigation
The Compounding Data Flywheel
Every consultation feeds the prevalence database, refining Bayesian priors and making the engine smarter. As the engine improves, clinical outcomes get better, attracting more patients and more clinics to the 1doc network.
FIVE LAYERS OF DEFENSIBILITY
Proprietary Prevalence Data
Bayesian priors seeded from real 1doc clinic data, updated quarterly
Curated Clinical Knowledge
Likelihood ratios maintained by the Medical Director, not generic AI
Network Effects
Every consultation refines the engine — more clinics = smarter inference
Regulatory Lock-in
Immutable audit trails create switching costs for clinic operators
Patient Stickiness
Continuous care loops via Health Coach create retention competitors cannot match
1doc DEC vs. Traditional EMRs
A dimension-by-dimension comparison showing why Decision, Escalation and Contextual Cards represent a fundamentally different category of clinical software.
Five-layer CRE pipeline, Bayesian inference, NLP feature extraction, DEC triggers
None — passive data entry, no clinical decision support
8 universal red flags every session. Auto SpO2, SBP, HR alerts
Manual review only. Relies on doctor memory and vigilance
Immutable, auto-generated governance logs with override justification
Basic edit history. No structured compliance tracking
Temporal State Machine, auto Health Coach follow-ups via WhatsApp
No post-visit engagement. Record closes when patient leaves
One inference → 3 atomic outputs: clinical record, audit trail, patient comms
Doctor manually writes notes, separately creates referrals and letters
Every consultation refines Bayesian priors. 30+ clinic network effects
Data siloed per clinic. No cross-network learning
Regulatory lock-in from audit trails + patient stickiness from care loops
Low switching costs. Commoditized software easily replaced
Traditional EMRs compete on features. 1doc DEC competes on clinical intelligence. The gap widens with every consultation.
Competitors are building better filing cabinets.
1doc has built a clinical co-pilot.
Decision, Escalation and Contextual Cards are not just software — they represent scalable, standardized medical excellence. They are the definitive moat in the future of primary care.