Interactive demonstrations of the software and the empirical validation on which each instrument is based.
Controls when intraoperative alerts and guidance are shown. It suppresses unnecessary output while the operative course is stable, withholds guidance when the view is inadequate, and requests view correction before guidance resumes.
Anaesthesiology / physiologic controlDeferra · AnaesthesiologyControls physiologic alerts after intervention. It remains quiet while signal quality and the patient’s response are stable, requests measurement correction when the signal is inadequate, and escalates when the physiologic course or intervention-response relationship changes.
Imaging acquisitionOptiCeilDetermines whether an imaging acquisition is adequate for a specified clinical judgement. If not, it identifies the limiting acquisition variable and the change in sampling, observation window, depth or photon budget needed to improve support.
Patient-specific interventionABP · AI as a Biological PrimitiveBuilds a patient-specific intervention map from that patient’s own longitudinal states, interventions and observed responses. Given a target state, it identifies intervention directions supported by that patient’s record.
Uses an individual’s longitudinal states, perturbations and observed responses to evaluate intervention directions, dose or schedule choices and combinations against a defined target. Support is determined from the individual’s own record.
Clinical trialsCTF · Clinical Trial FalsifierTests whether a proposed responder or harm subgroup survives placebo-control falsification by applying the same discovery procedure to placebo-treated patients before the subgroup is used in trial design.
Assesses whether the measured variables can distinguish the clinical states or future outcomes required by a question before a predictive model is built. If they cannot, it identifies the unresolved information gap.
Structural memoryTotemicAIRetains observations that preserve trajectory changes, response direction, boundaries and local relationships during compression or updating, and flags when new data no longer fit the stored structure.
Adaptive measurementAcquireRanks the next measurement by expected information value, cost and burden: what to measure, in whom and when. It compares more of the same measurement with a different measurement family and with selective acquisition.
Field-scale reconstructionAIO · AI On…Re-executes published empirical claims on a common dataset under one protocol, with consistent endpoints and provenance, and reports which findings reproduce and which competing explanations remain unresolved by the data.
Integrated decision layerTopolAIIntegrates sufficiency, recoverability, structural-memory and acquisition results into an action: proceed, continue measuring, measure selectively, change protocol or modality, reacquire, or abstain.