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Demonstration sample · Türkiye

Portable AI-Enabled Cardiac Ultrasound System

Country: Türkiye. Use case: Hospital-based portable cardiac ultrasound used in relevant acute-care and cardiac-assessment settings.

DEMO-01

Product / Country / Adoption Decision

Product / Country / Adoption Decision
  1. Product

    Portable AI-Enabled Cardiac Ultrasound System

  2. Country

    Türkiye

  3. Adoption decision

    What clinical and institutional barriers must be solved before commercial introduction of this portable AI-enabled cardiac ultrasound system in Türkiye, and what conditions are required for adoption?

DEMO-02 · Real Türkiye context

Locked secondary context only.

These statements orient the adoption decision. They are real-secondary context labels for demonstration structure — not interview findings.

REAL SECONDARY

SRC-TR-POCUS-001 · Real secondary context

Hospital acute-care imaging context

Portable cardiac ultrasound may be considered across cardiology and acute-care settings where bedside assessment matters.

REAL SECONDARY

SRC-TR-GOV-001 · Real secondary context

Governance and accountability pressure

Institutional adoption depends on who may use the device, under what supervision, and who remains accountable for interpretation and documentation.

REAL SECONDARY

SRC-TR-IMP-001 · Real secondary context

Implementation and ownership conditions

Training load, device custody, IT/clinical engineering support, and budget ownership shape whether clinical interest can become institutional deployment.

DEMO-03

Who must be heard in Türkiye for this decision.

Stakeholder Evidence Map

Cardiology / Cardiac Ultrasound

Clinical role, image quality expectations, and governance norms for cardiac assessment.

Emergency / ICU

Acute workflow fit, time pressure, and cross-department utility.

Implementation / Technical

Training, integration, device support, and operational feasibility.

Institutional / Economic

Sponsorship, budget ownership, procurement, and institutional conditions.

DEMO-04

Illustrative fieldwork design

Composition shows decision coverage across strata. It does not imply statistical representation or completed interviews.

Illustrative Fieldwork Composition

ILLUSTRATIVE FIELDWORK DESIGN — NOT COMPLETED RESEARCH

  • Cardiology / Cardiac Ultrasound5
  • Emergency / ICU4
  • Implementation / Technical3
  • Institutional / Economic3

Total illustrative design: 15 synthetic participant slots. Not statistical representation.

DEMO-05

Clinical role

GHMAP INTERPRETATION

CAI-CL-01 · Clinical Role

Clinical role remains contested across acute-care settings

Synthetic primary-research demonstration suggests the portable system may be valued for bedside cardiac assessment, while role boundaries between cardiology and acute-care users remain unsettled.

Decision implication

Commercial introduction requires a defined clinical-role map before broad deployment claims.

Limitation. Illustrative only. Not derived from completed Turkish primary fieldwork.

Clinical Workflow Pathway
  1. Step 01

    Identify clinical need at bedside

  2. Step 02

    Acquire portable cardiac images

  3. Step 03

    Interpret within role / governance rules

  4. Step 04

    Document and escalate as required

  5. Step 05

    Feed institutional learning / ownership

Identify clinical need at bedside → Acquire portable cardiac images → Interpret within role / governance rules → Document and escalate as required → Feed institutional learning / ownership

DEMO-06 · Signature visual

Clinical Access vs Clinical Governance

GHMAP INTERPRETATION

CAI-GOV-01 · Clinical Access vs Clinical Governance

Clinical access is not the same as clinical governance

Access interest from clinical users can coexist with unresolved governance: who may acquire images, who may interpret, and who remains accountable.

Decision implication

Adoption planning must separate permission to use from accountability for interpretation and documentation.

Limitation. Demonstration interpretation. No completed Turkish interviews underpin this sample.

Clinical Access vs Clinical Governance

Clinical access

Who can reach and operate the portable system in acute-care or cardiac-assessment settings.

Clinical governance

Who may interpret, who remains accountable, and which supervision rules apply.

Signature finding pattern (CAI-GOV-01): access interest can exist while governance remains unresolved.

DEMO-07

AI is not one question

GHMAP INTERPRETATION

CAI-AI-01 · AI Acquisition Assistance vs Interpretation Responsibility

AI acquisition assistance is not interpretation responsibility

Stakeholders may accept guidance for acquisition or image quality while rejecting automated clinical interpretation or automated reporting without clear accountability.

Decision implication

Position AI capabilities by responsibility boundary, not as a single “AI feature” claim.

Limitation. Framework for research discussion only — not a claim about the illustrative product’s actual functions.

AI Function Ladder

AI CAPABILITY FRAMEWORK FOR RESEARCH — NOT A CLAIM ABOUT THE ILLUSTRATIVE PRODUCT

  1. Level 01

    Acquisition Guidance

  2. Level 02

    Image Quality Guidance

  3. Level 03

    Automated Measurement

  4. Level 04

    Clinical Interpretation

  5. Level 05

    Automated Reporting

DEMO-08

Clinical value vs implementation feasibility

GHMAP INTERPRETATION

CAI-IMP-01 · Clinical Value vs Implementation Feasibility

Clinical value can outpace implementation feasibility

Perceived bedside value does not automatically resolve training load, device support, or operational reliability conditions.

Decision implication

A launch plan must pair clinical value claims with explicit implementation conditions.

Limitation. Illustrative contradiction pattern for demonstration purposes only.

Clinical Value vs Implementation Feasibility

Clinical value signal

Bedside assessment utility may be recognized by clinical users.

Implementation feasibility

Training load, device support, and operational reliability may lag behind perceived value.

Finding pattern CAI-IMP-01: value and feasibility are plotted as separate axes — not averaged into a score.

DEMO-09

Cross-department value vs ownership

GHMAP INTERPRETATION

CAI-OWN-01 · Cross-Department Utility vs Institutional / Economic Ownership

Cross-department utility does not define institutional ownership

Potential utility across Cardiology, Emergency, and ICU leaves sponsor, budget owner, device owner, governance owner, and technical owner unresolved.

Decision implication

Ownership mapping is a prerequisite condition, not a post-launch detail.

Limitation. Ownership questions are shown unanswered by design. Do not invent owners.

Cross-Department Value vs Ownership

Potential cross-department utility

  • Cardiology
  • Emergency
  • ICU

Who owns the decision?

  • Sponsor — ?
  • Budget Owner — ?
  • Device Owner — ?
  • Governance Owner — ?
  • Technical Owner — ?

Ownership answers are intentionally unresolved in this demonstration (CAI-OWN-01).

DEMO-10

Evidence conflict

Perspective A

Synthetic acute-care perspective (SYN-TR-ED-02): bedside cardiac assessment may be valued when time pressure is high.

Perspective B

Synthetic institutional perspective (SYN-TR-INST-01): sponsorship may stay withheld until governance, competency, and ownership are defined.

Training / governance bridge

Training and governance requirements sit between clinical enthusiasm and institutional permission.

Management question: Which conditions must be true before clinical interest can become institutional adoption?

DEMO-11

Adoption barrier preview

  1. Barrier family 01

    Clinical Governance

    Who may use the system, under what supervision, and who is accountable for interpretation.

  2. Barrier family 02

    Training / Competency

    What competency model is required before non-specialist or cross-department use is acceptable.

  3. Barrier family 03

    Technical Implementation

    Device support, workflow integration, and operational reliability conditions.

  4. Barrier family 04

    Institutional Ownership / Procurement

    Who sponsors, budgets, owns, and purchases the capability across departments.

Adoption Barrier Architecture
  1. Family 01

    Clinical Governance

    Who may use the system, under what supervision, and who is accountable for interpretation.

  2. Family 02

    Training / Competency

    What competency model is required before non-specialist or cross-department use is acceptable.

  3. Family 03

    Technical Implementation

    Device support, workflow integration, and operational reliability conditions.

  4. Family 04

    Institutional Ownership / Procurement

    Who sponsors, budgets, owns, and purchases the capability across departments.

DEMO-12

Evidence trace for CAI-GOV-01

  1. Trace step 01

    Real secondary context

    SRC-TR-GOV-001 situates accountability pressure around imaging use.

  2. Trace step 02

    Synthetic primary-research demonstration

    SYN-TR-CARD-02 and SYN-TR-INST-01 illustrate conflicting access vs governance perspectives.

  3. Trace step 03

    GHMAP synthesis / interpretation

    Access interest can coexist with unresolved interpretation accountability.

  4. Trace step 04

    Decision implication

    Separate permission to use from accountability for interpretation and documentation.

Evidence Trace
  1. Real secondary context

    Locked Türkiye secondary context for orientation only.

  2. Synthetic primary-research demonstration

    Explicitly synthetic participant-derived examples. IDs begin with SYN-.

  3. GHMAP synthesis / interpretation

    Decision-relevant patterns without averaging contradictions.

  4. Decision implication

    Conditions, barriers, or insufficient evidence stated with limitations.

DEMO-13

Evidence gap

INSUFFICIENT EVIDENCE

CAI-DATA-01 · Evidence Gap — Integration

Integration pathway remains insufficiently evidenced

Available demonstration materials do not establish a concrete hospital IT / clinical-engineering integration pathway for this illustrative product in Türkiye.

Decision implication

Treat integration as UNKNOWN and validate next before any adoption conclusion that depends on it.

Limitation. INSUFFICIENT EVIDENCE example only — not an established Türkiye integration barrier finding.

Known

Governance and ownership questions are decision-relevant for this use case.

Unknown

Concrete hospital IT / clinical-engineering integration pathway for the illustrative product.

Validate next

Confirm integration conditions before any adoption conclusion that depends on them.

Evidence Gap

Known

Clinical access vs governance and ownership questions are decision-relevant for this use case.

Unknown

Concrete hospital IT / clinical-engineering integration pathway for the illustrative product (CAI-DATA-01).

Validate next

Confirm integration, ownership, and competency conditions before any adoption conclusion that depends on them.

DEMO-14

Illustrative decision output

Decision Classification

Illustrative decision output — not a conclusion from completed primary research

  • NO MATERIAL ADOPTION BARRIER IDENTIFIED WITHIN RESEARCH SCOPE

  • ADOPTION REQUIRES DEFINED CONDITIONS

    Structurally highlighted for demonstration only

  • MATERIAL ADOPTION BARRIERS IDENTIFIED

  • EVIDENCE INSUFFICIENT FOR ADOPTION CONCLUSION

Limitation. Structurally highlighting “ADOPTION REQUIRES DEFINED CONDITIONS” does not mean completed Turkish primary research reached that conclusion.

DEMO-15

Client outputs, report preview, and workbook preview

Output 01

Executive Adoption Decision Summary

A management-facing statement of barriers, conditions, disagreement, and remaining uncertainty.

Output 02

Clinical Adoption Intelligence Report

Decision-structured findings with evidence layers, contradictions, and implications.

Output 03

Research Evidence Workbook

Traceable finding rows linking evidence layer, theme, implication, and limitation.

Output 04

Executive Debrief

A working review of what the evidence supports, what it does not, and what to validate next.

Report preview

Executive Adoption Decision Summary preview

Illustrative structure only: adoption conditions concentrate around governance, competency, implementation feasibility, and unresolved ownership across Cardiology, Emergency, and ICU.

GHMAP INTERPRETATION

CAI-GOV-01 · Clinical Access vs Clinical Governance

Clinical access is not the same as clinical governance

Access interest from clinical users can coexist with unresolved governance: who may acquire images, who may interpret, and who remains accountable.

Contradiction preview

Clinical enthusiasm and institutional withholding can coexist until training, governance, and ownership conditions are defined.

Evidence Trace / methodology preview

Real secondary → synthetic primary demonstration → GHMAP interpretation → decision implication, with limitations stated at each step.

Workbook preview · curated rows

Curated Research Evidence Workbook preview rows
Finding IDFindingEvidence LayerThemeDecision ImplicationLimitation
CAI-GOV-01Clinical access is not the same as clinical governanceGHMAP INTERPRETATIONClinical Access vs Clinical GovernanceSeparate permission to use from accountability for interpretation.Demonstration interpretation — not completed primary research.
CAI-AI-01AI acquisition assistance is not interpretation responsibilityGHMAP INTERPRETATIONAI Capability BoundariesPosition AI by responsibility boundary, not as one claim.Research framework only — not a product capability claim.
CAI-IMP-01Clinical value can outpace implementation feasibilityGHMAP INTERPRETATIONClinical Value vs ImplementationPair value claims with explicit implementation conditions.Illustrative contradiction pattern.
CAI-DATA-01Integration pathway remains insufficiently evidencedINSUFFICIENT EVIDENCEEvidence GapValidate integration before conclusions that depend on it.Insufficient-evidence example — not an established barrier.

Full internal workbook tabs are not exposed publicly.

Next step

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