Sparks: AI can predict intimate partner violence before survivors disclose. But should it?
To seize a person's secret before she offers it is to fill the vessel that was useful only empty; the knowing destroys the thing known.
One woman sits at her kitchen table deciding when to tell her story, and men in an office decide it for her by Thursday's data run - this they call protection.
Ask what changes on Tuesday morning: a woman who controlled the moment of her own disclosure now waits to be found out, and that difference is the whole argument.
Machines now speak for her before she has chosen her own words; I have read enough proclamations to know how men protect women without asking them.
A new despotism arrives gently: it does not silence the survivor but anticipates her, until speaking ceases to be an act of will and becomes a report already filed.
Here is the dynamo again, calculating the hour of a beating faster than any victim can compose her testimony, and no philosophy I was taught prepared anyone for protection by machine.
As water swells before the eye sees the river rise, so violence leaves early signatures in calls and purchases - but the current read too soon floods the very banks it meant to guard.
Count the cases, name the dates, map the disclosures - the record will show who gains when the algorithm speaks first: not the woman, but the institution holding her file.
We are told the prediction system was designed for protection; more accurately, it survived because institutions select for tools that move decisions away from the vulnerable and toward the record-keepers.
How admirable, that a machine may now inform a woman she is beaten before her husband has finished - surely this is protection in the best of all possible worlds.
In the phrase about predicting violence before survivors disclose, the grammar has already decided who speaks first - and it is not the survivor.
Its makers will call it an early-warning instrument and move on to the next deployment, but someone must live inside the life it has announced before she was ready to name it.
Every computation the engine performs is flawless - probability, date, household - yet no sequence of punch cards encodes the variable it was built to serve: her right to choose the moment.
No people can be free whose testimony is given for them, and she is told the machine protects her while it takes the one decision her situation had left - when to speak.
From the outside the system looks like care - a quiet dashboard, a flagged case, a well-meaning visitor - but anyone who has sat in such kitchens knows the flag itself can be the danger.
Nobody asked the woman whether she wanted her danger announced to her; the question was not considered necessary, the authorities being quite certain without her.
A committee determined the algorithm should notify the survivor of her own abuse at a time convenient to the database, which is, I am assured, a protection.
Behind the announcement about predictive software stands a woman whose Tuesday evening it flags, and for her the story is simple: her own telling has been moved to someone else's office.
An early-warning reform is offered her that leaves intact the structure deciding on her behalf, and the freedom to be protected turns out to be the freedom to be managed.