ENGAGE run · 563a9d8217c7

```json [ { "post_index": 25, "cluster_ids": [16, 11], "claim": "Surgical care funding dramatically underfunded relative to communicable disease priorities", "argument_type": "empirical_claim", "stance": "challenges_status_quo", "hyde_excerpt": "Global health funding mechanisms systematically underweight surgical infrastructure and capacity-building relative to communicab

```json [ { "post_index": 28, "matched_article_id": 23, "match_confidence": 85, "match_reason": "The tweet is about a radiology trainee malpractice curriculum, directly engaging the article's central thesis about the liability vacuum in AI-assisted clinical settings where physicians bear all legal risk — a topic radiology trainees need to understand as AI diagnostic tools prolife

The playlist is a smart move, but there's a liability wrinkle trainees probably won't hear in those podcasts yet: the AI-assisted read is becoming the standard of care faster than the liability framework is catching up, which means the radiologist who follows the AI and misses something AND the one who overrides it and misses something can both end up holding the bag (with the vendor holding nothi

The coexistence question is real, but in healthcare it's almost beside the point right now. The forcing function isn't philosophical, it's a 450,000 RN shortage that recruiting cannot fill and margins so thin that travel nurse spend is already breaking nonprofit systems. Hospitals aren't debating whether robots belong. They're watching rural facilities close because they can't absorb agency labor

```json [] ```

```json [] ```

```json [ {"post_index": 0, "prediction": "reject", "confidence": 82, "reason": "Clinical anecdote (single patient cataract case) without healthcare systems context or policy analysis. Matches [clinical_anecdote_without_systems_context] exclusion rule."}, {"post_index": 1, "prediction": "approve

```json [ { "category": "ai_safety_cybersecurity_incident_tangential", "summary": "Posts about AI security vulnerabilities, hacking incidents, or safety failures that lack healthcare systems context or application", "exclusion_rule": "Exclude posts that focus on AI safety incidents, cy