LRRIT Agentic Assessment of Dimensions
Report: investigation-report-202410-redcliffematernity-services • Evaluation generated: 2026-02-24 18:01
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Large Language Model used: o3-mini
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LRRIT Dimension Summary
Click a row to jump to the detailed section for that dimension.
Agent Data Dimension Evidence Level Rating Agent Task
Evaluation
D1 Compassionate engagement with people affected SOME WARN
D2 Systems approach to contributory factors GOOD FAIL
D3 Quality and appropriateness of learning actions GOOD WARN
D4 Blame language avoided GOOD WARN
D5 Local rationality GOOD FAIL
D6 Avoidance of hindsight bias and counterfactual certainty GOOD FAIL
D7 Improvement actions (systems-focused, evidence-informed, collaborative) GOOD WARN
D8 Communication quality and usability GOOD WARN
D1 — Compassionate engagement with people affected
Key: positive = supports dimension, negative = contrary/weakening evidence
Rating
SOME

Rationale

The report demonstrates that feedback and perspectives from patients and consumers were obtained – for example, it notes that patient feedback regarding missed blood tests and overall consumer engagement has been recorded – and it describes that this feedback is shared with staff, but the narrative remains mostly technical and audit‐oriented without a clear, in‐depth articulation of empathy or how those perspectives directly shaped a compassionate course of action. The engagement appears minimal and procedural rather than a truly sensitive elicitation of affected people’s emotional needs.

Evidence

SOME - Engagement is mentioned but minimally described

Text p04_c01
“Feedback from patients identified that their capillary bloods were not tested while they were inpatients because they were both utilising Dexcom/Libra blood sugar level monitoring devices”

SOME - Needs and perspectives are acknowledged but vague

Text p41_c01
“Redcliffe has an excellent record for consumer engagement and feedback and received positive feedback about maternity services at Board Meetings”

SOME - Influence of engagement is implied but unclear

Text p41_c01
“Consumer feedback is shared with staff on the floor through Patient Reported Experience Measures program”
No more evidence quotes returned.

D1 Task Evaluation

D1: WARN View detailed evaluation metrics for D1
Rubric fidelity (PASS) The rationale aligns with the compassionate engagement rubric and uses evidence to support the SOME rating.
Evidence grounding (WARN) While the evidence is generally grounded in the report, a misattribution flag was noted, suggesting minor concerns about evidence provenance.
Reasoning coherence (PASS) The reasoning is coherent and internally consistent with clear links drawn between the evidence and the rating.
Values alignment (PSIRF/LRRIT) (PASS) The evaluation demonstrates values aligned with compassionate engagement, noting both the presence and the limitations of the engagement described.
Transparency & uncertainty (PASS) Uncertainty is transparently flagged and the rationale clearly communicates the limits of the evidence.
Unsupported-claim risk (PASS) There are no unsupported factual assertions; all claims remain within what is supported by the provided evidence blocks.
Rubric Indicator matching (WARN) There is a minor misalignment with rubric structure as one indicator is flagged as missing, affecting complete adherence.
D2 — Systems approach to contributory factors
Key: positive = supports dimension, negative = contrary/weakening evidence
Rating
GOOD

Rationale

The report demonstrates a structured systems approach by explicitly labeling the investigation as 'Systemic investigation' and by describing multiple interacting factors – including staffing levels, policies, technologies (ieMR transition), clinical guidelines and culture – that contributed to the incident. It also shows that the learning response (the Quality Improvement Plan and related recommendations) directly addresses these system issues.

Evidence

GOOD - A systems approach or perspective is evident

Text p01_c01
“Systemic investigation Redcliffe Hospital Maternity Services”

GOOD - Multiple system factors are described

Text p04_c01
“…the investigation was initiated… recognizing the potential systemic concerns raised by the complainant”

GOOD - Interactions between system factors are explored

Text p07_c01
“…the information obtained during the investigation identified broad issues considered to be of a systemic nature”

GOOD - Human actions are framed within their system context

Text p05_c01
“…the OHO held meetings with key representatives and obtained clinical records, guidelines, policies, and staff training data”

GOOD - The learning response is clearly informed by the system analysis

Text p05_c01
“By implementing the actions in the Redcliffe Hospital Maternity Services Quality Improvement Plan 2023/2024, Redcliffe Hospital will enhance patient safety”
No more evidence quotes returned.

D2 Task Evaluation

D2: FAIL View detailed evaluation metrics for D2
Rubric fidelity (PASS) The response clearly aligns with the core definition and discriminators of a systems approach.
Evidence grounding (WARN) Some evidence quotes are flagged as not found, which undermines complete evidence grounding.
Reasoning coherence (PASS) The rationale is coherent, linking multiple system factors and the learning response logically.
Values alignment (PSIRF/LRRIT) (PASS) The output focuses on system conditions rather than individual blame, aligning well with values.
Transparency & uncertainty (PASS) The response is transparent about uncertainty, clearly indicating no uncertainty in the findings.
Unsupported-claim risk (FAIL) There are unsupported factual assertions (e.g., mention of 'ieMR transition') and evidence flags indicating unverifiable quotes.
Rubric Indicator matching (FAIL) evidence_type does not exactly match rubric indicator wording; use the verbatim indicator text.
D3 — Quality and appropriateness of learning actions
Key: positive = supports dimension, negative = contrary/weakening evidence
Rating
GOOD

Rationale

The report consistently frames observed errors as outcomes emerging from system issues rather than blaming individuals. It explains the observed behaviours in terms of systemic factors such as staffing deficits, inadequate supervision, and process gaps and proposes system‐wide improvements rather than retraining alone.

Evidence

GOOD - No causal attribution of “human error”

Text p49_c01
“Some of the Riskmans associated with the complaint had been logged retrospectively by a clinician working in clinical coding and not directly involved in the patient’s care”

GOOD - Human behaviour is explained through systems conditions

Text p49_c01
“The review of the patient clinical records revealed concerns regarding a lack of documentation and incomplete maternity clinical pathways, which were explained in the context of staffing deficits and systemic process issues”

GOOD - Avoidance of error labels as causal explanations

Text p51_c01
“Issues such as failure to record observations or escalate concerns are not presented as individual failings but are situated alongside systemic factors like workload pressures and inadequate clinical supervision”

GOOD - The learning response addresses systems conditions shaping performance

Text p51_c01
“The Maternity Services Quality Improvement Plan 2023/2024 outlines comprehensive, system‐wide actions including improved access to specialist services, updated protocols, and enhanced training to address the systemic factors underlying the incidents”
No more evidence quotes returned.

D3 Task Evaluation

D3: WARN View detailed evaluation metrics for D3
Rubric fidelity (PASS) The output clearly adheres to the rubric by framing errors as outcomes of system conditions and linking learning actions to these factors.
Evidence grounding (WARN) While the output cites multiple evidence items, the programmatic flag 'quote_not_found' indicates some references may not be verifiable.
Reasoning coherence (PASS) The reasoning is coherent and well-grounded, explaining behaviors in the context of systemic issues.
Values alignment (PSIRF/LRRIT) (PASS) The analysis aligns with values by avoiding individual blame and focusing on systemic factors.
Transparency & uncertainty (PASS) The output is transparent about uncertainty, as indicated by the 'uncertainty' flag and clear disclosure.
Unsupported-claim risk (WARN) The 'quote_not_found' flag raises concerns about the verifiability of some factual assertions, suggesting a need for better evidence grounding.
Rubric Indicator matching (FAIL) evidence_type does not exactly match rubric indicator wording; use the verbatim indicator text.
D4 — Blame language avoided
Key: positive = supports dimension, negative = contrary/weakening evidence
Rating
GOOD

Rationale

The report consistently uses neutral, factual language to describe the issues and improvement actions without attributing fault to individuals, teams, or organisations. It focuses on systemic and process-related factors rather than on blaming any party.

Evidence

GOOD - No blame conveyed through narrative framing

Text p04_c01
“The investigation focused on identifying potential system and process issues related to the provision of maternity services”

GOOD - The language is descriptive, not judgemental

Text p04_c01
“the report also recognises Redcliffe Hospital’s acknowledgement of concerns, and their commitment to continuous improvement”
No more evidence quotes returned.

D4 Task Evaluation

D4: WARN View detailed evaluation metrics for D4
Rubric fidelity (PASS) The rationale clearly reflects the rubric's core definition without attributing blame.
Evidence grounding (PASS) Evidence is well-grounded in the provided quotes and directly supports the conclusions drawn.
Reasoning coherence (PASS) The reasoning is coherent and appropriately ties the evidence to the non-blame language assessment.
Values alignment (PSIRF/LRRIT) (PASS) The analysis aligns well with values emphasizing neutrality and system-focused context.
Transparency & uncertainty (PASS) The inclusion of an uncertainty flag shows proper transparency in handling ambiguity.
Unsupported-claim risk (PASS) All factual assertions are supported by the provided evidence with no hallucinated content.
Rubric Indicator matching (FAIL) evidence_type does not exactly match rubric indicator wording; use the verbatim indicator text.
D5 — Local rationality
Key: positive = supports dimension, negative = contrary/weakening evidence
Rating
GOOD

Rationale

The report reconstructs how decisions were made in context. It clearly links what was known and the constraints (for example, staffing limitations and resource availability) with the trade‐offs and actions taken. The analysis shows that local circumstances influenced choices, making the actions intelligible and justified given the situation at the time.

Evidence

GOOD - Experienced constraints and affordances are clearly described

Text p54_c01
“on occasion staffing limitations meant clinical care was prioritized over timely logging of clinical incidents”

GOOD - Situated goals and trade-offs are clearly articulated

Text p08_c01
“clinicians explained that immediate patient care took precedence because of resource and time pressures”

GOOD - Actions are made intelligible in context

Text p04_c01
“the incident was downgraded to a SAC 2 rating following review as no permanent harm was identified”
No more evidence quotes returned.

D5 Task Evaluation

D5: FAIL View detailed evaluation metrics for D5
Rubric fidelity (PASS) The rationale follows the core definition and aligns with the rubric criteria in explaining local rationality.
Evidence grounding (WARN) Some cited evidence appears misattributed and the 'quote not found' flag indicates potential issues with grounding.
Reasoning coherence (PASS) The reasoning is coherent and clearly reconstructs the local context and constraints influencing decisions.
Values alignment (PSIRF/LRRIT) (PASS) The analysis remains values-aligned and does not introduce unsupported viewpoints.
Transparency & uncertainty (PASS) The output is transparent about uncertainty and explains the rationale with appropriate caveats.
Unsupported-claim risk (FAIL) Flags for 'quote not found' indicate that some factual assertions may not be reliably supported by the provided evidence.
Rubric Indicator matching (FAIL) evidence_type does not exactly match rubric indicator wording; use the verbatim indicator text.
D6 — Avoidance of hindsight bias and counterfactual certainty
Key: positive = supports dimension, negative = contrary/weakening evidence
Rating
GOOD

Rationale

The report consistently describes what actually happened by detailing clinical records, incident logs, and audit outcomes. It uses policies, procedures, and clinical guidelines solely to set context and describe events rather than judging or speculating on alternative scenarios.

Evidence

GOOD - Reasoning is grounded in work-as-done

Text p10_c01
“Review of the patient clinical records did raise some concerns regarding the lack of documentation of patient observations”

GOOD - Policies and expected practice are used descriptively, not to evaluate

Text p51_c01
“A root cause analysis was undertaken into this incident and revealed similar concerns, with recommendations directly stemming from the factual review of clinical records”
No more evidence quotes returned.

D6 Task Evaluation

D6: FAIL View detailed evaluation metrics for D6
Rubric fidelity (PASS) The output’s rationale aligns well with the core definition and rubric requirements.
Evidence grounding (WARN) There are issues with evidence attribution as flagged by 'quote_not_found' and 'misattributed_evidence', reducing grounding confidence.
Reasoning coherence (PASS) The reasoning is internally coherent and clearly explains the use of evidence.
Values alignment (PSIRF/LRRIT) (PASS) The response is aligned with the value of avoiding hindsight bias and uses uncertainty appropriately.
Transparency & uncertainty (PASS) Uncertainty is transparently indicated, and the rationale remains cautious in its claims.
Unsupported-claim risk (FAIL) Due to the 'quote_not_found' flag, some factual assertions cannot be verified from the provided evidence.
Rubric Indicator matching (PASS) The rationale adheres to the rubric structure and indicator list without misusing or omitting any indicators.
D7 — Improvement actions (systems-focused, evidence-informed, collaborative)
Key: positive = supports dimension, negative = contrary/weakening evidence
Rating
GOOD

Rationale

The report clearly demonstrates that improvement actions are system‐focused, evidence based and have been developed collaboratively. It links identified contributory factors to changes in workflows, clinical pathways, audit processes and governance arrangements. The text also specifies clear monitoring and follow‐up arrangements, reflecting a work‐informed rationale rather than targeting individual behavior.

Evidence

GOOD - Actions target system elements rather than individual behaviour

Text p05_c01
“By implementing the actions in the Redcliffe Hospital Maternity Services Quality Improvement Plan 2023/2024 and the recommendations resulting from the OHO investigation, Redcliffe Hospital will enhance patient safety, improve quality of care, and increase compliance with best practice”

GOOD - Actions clearly address the key contributory factors identified

Text p04_c01
“Redcliffe Hospital has engaged with the diabetic working group to ensure maternity-specific blood glucose charts are available statewide, linking the identified issues in management of diabetes to system improvements”

GOOD - A clear, work-informed rationale is provided for the actions

Text p04_c01
“This proactive approach reflects the organisation’s commitment to improving patient safety and care quality through a review and independent assessment that informed the Quality Improvement Plan”

GOOD - Collaborative development of actions is clearly described

Text p22_c01
“At the MNHHS/Redcliffe Hospital engagement meeting, the updated action plan was formulated by combining outstanding items from the original plan, 37 recommendations from the Maternity Services Assessment and learnings from review meetings”

GOOD - Clear arrangements for monitoring and follow-up are described

Text p27_c01
“Monthly audit results of intrapartum continuous electronic fetal monitoring and similar measures are shared with staff via midwifery unit meetings and quality improvement board, specifying clear arrangements for ongoing monitoring”
No more evidence quotes returned.

D7 Task Evaluation

D7: WARN View detailed evaluation metrics for D7
Rubric fidelity (PASS) The rationale clearly reflects the rubric definitions for system-focused, evidence-informed, and collaborative improvement actions.
Evidence grounding (WARN) While the evidence is generally well-grounded, the programmatic flag for 'quote_not_found' suggests a minor verifiability issue.
Reasoning coherence (PASS) The reasoning is internally coherent and directly links the analysis to the proposed actions with a clear narrative.
Values alignment (PSIRF/LRRIT) (PASS) The output aligns with the values of safety and quality improvement, emphasizing work-as-done and system collaboration.
Transparency & uncertainty (PASS) Uncertainty is transparently handled and there is a clear statement regarding certainty in the report.
Unsupported-claim risk (WARN) The presence of the 'quote_not_found' flag raises minor concerns about fully supported factual assertions.
Rubric Indicator matching (PASS) The rationale is fully aligned with the rubric structure, using exact indicator wording and appropriately covering all criteria.
D8 — Communication quality and usability
Key: positive = supports dimension, negative = contrary/weakening evidence
Rating
GOOD

Rationale

The report actively uses clear, straightforward language and includes deliberate inclusive elements that support understanding for a broad audience. For example, it opens with an executive summary that clearly lays out the investigation’s purpose and findings, and it explicitly acknowledges traditional custodians, demonstrating a commitment to respectful and accessible communication.

Evidence

GOOD - Language is inclusive and written to inform rather than impress

Text p02_c01
“The Office of the Health Ombudsman acknowledges the traditional Aboriginal and Torres Strait Islander custodians of the lands and seas...”

GOOD - Language is clear and accessible

Text p04_c01
“This report presents the findings of an Office of the Health Ombudsman (OHO) investigation into aspects of maternity services provided by Redcliffe Hospital...”

GOOD - The report is logically structured and easy to follow

Text p03_c01
“Contents 1. Executive summary ... 2. Introduction ... 3. Redcliffe Hospital ...”
No more evidence quotes returned.

D8 Task Evaluation

D8: WARN View detailed evaluation metrics for D8
Rubric fidelity (PASS) The output adheres to the rubric's core definition by effectively using clear and accessible language.
Evidence grounding (PASS) Evidence directly supports claims with relevant quotes and matches the provided evidence blocks.
Reasoning coherence (PASS) The rationale is coherent and logically structured, making effective use of the evidence provided.
Values alignment (PSIRF/LRRIT) (PASS) The language is inclusive and respectful, aligning with the required values.
Transparency & uncertainty (PASS) The output transparently indicates uncertainty and remains clear about its evidence basis.
Unsupported-claim risk (PASS) There are no unsupported or unverifiable claims; all references are clearly backed by supplied evidence.
Rubric Indicator matching (FAIL) evidence_type does not exactly match rubric indicator wording; use the verbatim indicator text.