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Examination of four US oncology cases spanning state legislation, federal payment reform, patient advocacy, and clinical measurement shows how health services research can influence cancer care when evidence is paired with appropriate policy mechanisms, financing structures, and implementation capacity.
It is asked whether committees of language-model agents deliberating on a shared workspace can be gamed by shortcuts, cues a benchmark rewards but a clinician would ignore, and what games a committee is social plausibility.
A persistent fleet of cooperative AI scientist agents that operated continuously for nearly six months is described, term this bounded pattern AI Autopoietic Behavior due to the recurring operational improvement mediated by internal feedback and retained through institutional records with high confidence.
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