Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
In 1940, the United States Supreme Court decided in <italic>Chambers v. Florida</italic> to ban confessions obtained through mental or physical coercion in criminal trials. This landmark ruling laid the groundwork for many later protections for those in the custody of law enforcement. This book shows how the case contributed to what is now known as the “criminal procedure revolution,” a series of Supreme Court rulings that found protections in the Bill of Rights applied not only to defendants in federal cases but also to those in state legal systems. The trial that sparked this chain of events resulted from the robbing and murder of a white fish-market owner in Pompano, Florida, in 1933. Local law enforcement officers extracted confessions from four Black migrant workers after a week of torture and abuse. Simuel McGill, a Black lawyer based in Jacksonville, mounted appeals, kept the accused men safe from lynchings, and eventually took the case to the nation’s highest court, where Justice Hugo Black, among other parts of the ruling, compared justice systems in the Jim Crow South to those of totalitarian nations in 1930s Europe. This book fully explores the case, often overlooked by historians, and its ripple effects—such as the “Miranda rights” formalized in 1966, including the “right to remain silent.” <italic>"Chambers v. Florida"</italic> <italic>and the Criminal Justice Revolution</italic> demonstrates the influence of African American lawyers in early criminal and civil rights cases, as well as the growing public awareness of abuses of power by white sheriffs and law enforcement authorities during this time. It highlights the ever-present need to safeguard protections for minority and impoverished individuals accused of crimes, reminding readers that with perseverance and vigilance, justice can prevail.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.005 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it