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Policing the police, KCET, 1991-05-07

2021· dataset· en· W6945446789 on OpenAlexaboutno aff

Bibliographic record

VenueUniversity of Southern California Digital Library · 2021
Typedataset
Languageen
Field
Topic
Canadian institutionsnot available
Fundersnot available
KeywordsGeorge (robot)State (computer science)PoliticsMisconductRacismLaw enforcementComplaintPolice brutalityOfficer

Abstract

fetched live from OpenAlex

"Policing the police", By the Year 2000, KCET, television broadcast 1991 May 7, regarding the fallout from the beating of Rodney King (1991 March 3). Commentators: Joseph Bandig (moderator), Myra Ming (on the history of police / minority relations, the complaint process, and profile two LAPD officers), Jeffrey Kay (on the political impact of the controversy, including charges of racism in the LAPD). Guests: Daryl F. Gates (Police Chief, Los Angeles Police Department), Zev Yaroslavsky (Los Angeles City Council Member), Samuel Paz (member, Hispanic Advisory Council to the Police Commission), Richard Riordan (businessman and city commissioner), Mark Ridley-Thomas (Executive Director, Southern Christian Leadership Conference), Ed Davis (former Police Chief, LAPD, and state senator). Additional footage of: Rodney King (beating victim), Ida Brown (interviewee), Sean Madison (interviewee), Garland Hardeman (LAPD training officer), Bob Marshall (LAPD officer), Kevin Williams (LAPD detective), Oder Williams (LAPD training officer), Janine Bouey (LAPD officer), Carl L. McGill (LAPD officer), Bill Lann Lee (interviewee, NAACP Legal Defense Fund), Theresa Bustillos (interviewee, Latin American Law Enforcement Association), Al Rubalcaba (LAPD sergeant, interviewee, Latin American Law Enforcement Assocation), Edward Williams (LAPD officer), Clifford Ruff (interviewee, Los Angeles Police protective League), Martin Schiesl (interviewee, historian), John Ferraro (Los Angeles City Council President), Huey P. Newton (Black Panthers leader), George Holliday (videotaper), Danny Bakewell (President, Brotherhood Crusade), Mike Fanning (LAPD sergeant), Karol Heppe (interviewee, Police Misconduct Lawyer Referral Service), Tom Beck (attorney), Joe Writer (LAPD officer), Sylvia Ruize (LAPD officer), Tom Bradley (Mayor, Los Angeles), Melanie Lomax (Police Commissioner), Salvador Montenegro (former Police Commissioner), Michael Zinzun (Head, Coalition Against Police Abuse (CAPA)), Catherine Williams (interviewee, Southwest Sweethearts), Hal Bernson (Los Angeles City Councilman), Michael Woo (Los Angeles City Councilman). Begins with two commercials. The sound cuts out periodically.

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.008
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Dataset · Consensus signal: none
Teacher disagreement score0.323
Threshold uncertainty score0.642

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.008
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.003
Science and technology studies0.0120.002
Scholarly communication0.0080.003
Open science0.0020.002
Research integrity0.0100.007
Insufficient payload (model declined to judge)0.0400.022

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.

Opus teacher head0.008
GPT teacher head0.172
Teacher spread0.165 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreDataset

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2021
Admission routes1
Has abstractyes

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