# Outline v4 — Role of AI in the Analysis of Unstructured Clinical Databases Updated 2026-09-18 against the actual deck, rather than the earlier proposed structure. Deck: [`../deck/index.html`](../deck/index.html) — Reveal.js 5.1.0, **14 slides**, 16:9 (1280 × 720), with local fonts and speaker notes on every slide. Review status: [`../prototype/deck-overview.html`](../prototype/deck-overview.html). The titles below are the actual slide headings; some overview labels are shorter or older. Presenters: **MP** = Dr. Marco Pancotti · **SP** = Dr.ssa Sara Paratico. The notes explicitly identify Sara on slides 05–08. The final handoff around slide 04 and the remaining speaker allocation should be confirmed during rehearsal. Per-slide timings and total running time need a new rehearsal; the previous 15-slide timing estimate no longer describes this deck. ## Actual slide sequence | # | Actual slide title | Content / format | Slide review status | Speaker notes | |---|---|---|---|---| | 01 | Role of AI in the Analysis of Unstructured Clinical Databases | AritmoLab introduction, clinical data platform and presenters | FINAL | Present; no DRAFT marker | | 02 | Four islands and four missing pieces | Interactive map: Cardioref, Genetic data, Omics Portal and ECG subsystems; Clinical Intelligence, Datawarehouse, ML-ready data and Professional Portal as missing pieces | FINAL | Present; no DRAFT marker | | 03 | What we wanted to build | Architecture and data flow toward the patient portal and research warehouse; clickable AI contribution cards | FINAL | Present; no DRAFT marker | | 04 | The clinical truth lives in unstructured columns | Italian clinical sentence with English translation; why free text needs structured interpretation | FINAL | DRAFT | | 05 | Deterministic AI, audited numbers | Text-mining outputs: 58,438 letters, 73,389 pathologies, 10,908 tests and 2,307 Brugada patients; extraction pipeline | FINAL | DRAFT — Sara | | 06 | Reading clinical text is not keyword matching | Clinical NLP challenges, including negation and distinguishing family history from the patient's conditions | FINAL | DRAFT — Sara | | 07 | Two tiers, one clinical order | Clinical ontology: 11 arrhythmic and 5 structural categories; text becomes recorded data | FINAL | DRAFT — Sara | | 08 | Trusting the text is a process, not a promise | Five centered detail lenses: four validation controls and the three advantages | REFINED | ~120 words; five hover cues | | 09 | AritmoLab — a quick tour | Portal tour; currently six screenshot placeholders | DRAFT | DRAFT | | 10 | The warehouse speaks SQL. Research needs more. | Gap between the warehouse and clinical/research use: SQL access, aggregates and research cohorts | DRAFT | DRAFT | | 11 | Ask the warehouse in plain English | ThothII: natural-language question, SQL proposal, human review and a research-ready datamart | DRAFT | DRAFT | | 12 | From question to datamart — the app | ThothII walkthrough; currently six screenshot placeholders | DRAFT | DRAFT | | 13 | One datamart — many questions answered | Multivariate analysis and machine learning; two chart placeholders with an illustrative-data disclosure | DRAFT | DRAFT — charts still to be created | | 14 | Thank you | Questions and invitation to future technical walkthroughs on Substack | DRAFT | DRAFT | `FINAL` and `REFINED` reproduce the overview's recorded review status. They do not imply that speaker notes or clinical claims have received a separate final validation. Figures above describe the content currently displayed in the deck. ## Current presentation behavior - Slide 02 has four clickable source systems and four clickable missing pieces, each opening an explanatory popup. - Slide 03 has clickable brain icons that open AI contribution cards with a connector to the selected icon. - Slide 08 has four centered lens popups. In the presenter console, hovering over a numbered control or its corresponding heading in the notes opens the detail in both preview and audience view. Escape closes it. Its quality wording separates the original procedure-accuracy target from pathology coverage. The ~893 false-positive records and v1.3.1 negation fix are confirmed in the ETL sources; see [source notes](08-validation-sources.md) for precise scope and limitations. - Its advantages panel highlights on hover and opens a fifth centered lens on click, explaining speed, precision and determinism. The fifth speaker-note cue and presenter control open the same popup. - Slide changes use a fade transition. Popups fade in and their cards move/scale into place; clickable source icons and brain buttons have hover effects. - A dropdown on each slide jumps to another slide. Reveal.js provides keyboard navigation and the overview. - The `S` key opens the Reveal.js speaker view when served locally. Speaker scripts live in each slide's `