What happens when thousands of weak behavioral signals are monitored continuously across an entire life?
As monitored opportunities multiply, “has this person ever generated a concerning signal?” approaches a useless test. Rare-event prediction, multiple comparisons and surveillance feedback can make nearly everyone suspicious without making the classifier useful for individualized guilt.
Truth boundary: verified present claims are sourced below; constitutional conclusions remain Concresca proposals unless separately enacted by a competent jurisdiction.
Continuous monitoring creates a denominator problem. A person who generates thousands of communications, searches, purchases, emotional expressions and location events has enormous opportunity to match at least one weak risk feature. If a system asks only whether any suspicious signal has ever occurred, the answer becomes progressively less discriminating as observation time and feature count grow.
The same problem appears in rare-event prediction. A classifier can have impressive overall accuracy yet still generate many false positives when the harmful event is uncommon compared with the volume of ordinary signals. The remedy is not merely a better model. It is a change in what qualifies as evidence: pathway behavior, specificity, corroboration, capability, target linkage, imminence and verified harmful conduct.
There is also a feedback problem. A high-risk classification can increase scrutiny; increased scrutiny finds more minor violations; those violations then appear to validate the initial classification. A system can begin measuring the consequences of its own attention rather than an independent underlying propensity. Concresca labels this recursive judgment and requires red-team tests that change observation intensity without changing the person’s underlying conduct.
For numerical illustrations, v0.12 uses only hypothetical sensitivity analysis unless real distributions are independently sourced. It does not publish a fabricated probability that an ordinary person will be flagged. The scientific claim is narrower: the probability of at least one weak signal generally increases as the number of opportunities and tests increases, so “ever flagged” requires careful calibration and context before it can carry meaning.
A nonclinical sample of 777 university students across 15 sites in 13 countries found 93.6% reported at least one unwanted intrusive thought, image or impulse in the previous three months; the finding supports separating intrusion from endorsement or action.
Open source ↗Three studies found participants voluntarily chose to view some images portraying death, violence or harm; the paper explicitly treats morbid curiosity as information-seeking rather than pathology.
Open source ↗A preregistered six-week longitudinal field experiment with 827 participants tested whether awareness of dataveillance inhibits lawful communication.
Open source ↗NO JUDGMENT WHATSOEVER. Concresca coordinates without assigning moral worth, character, guilt, danger, trustworthiness, loyalty, purity, normality, or social standing. Questions, thoughts, identities, messages, content, and conduct are not objects of Concresca judgment.