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Record W578537992

2006 Paratransit Survey: Paratransit Providers Strive to Balance Costs & Demand

2006· article· en· W578537992 on OpenAlexaboutno aff
Janna Starcic

Bibliographic record

VenueMetrologia · 2006
Typearticle
Languageen
FieldEngineering
TopicTransportation and Mobility Innovations
Canadian institutionsnot available
Fundersnot available
KeywordsParatransitQuarter (Canadian coin)Baby boomersBusinessPublic transportDemographicsPrivate sectorSurvey data collectionService (business)Balance (ability)Demographic economicsTransport engineeringMarketingEconomicsGeographyEconomic growthEngineeringDemographyStatisticsMedicineMathematics
DOInot available

Abstract

fetched live from OpenAlex

This third annual survey of paratransit providers shows that there is more growth from the private sector and that more public agencies are integrating demand-response with fixed-route service. Ridership is inching upward at 2.5 percent for 2005 and 3.7 for the first quarter of 2006 compared to the quarter a year earlier, attributed to the rise in the number of elderly riders as Baby Boomers age. Survey responses include total number of vehicles represented by agencies that took part. The largest fleet is more than 3,500 vehicles, and the smallest is three. Mean fleet size is 292, with median fleet being 86. The type of vehicles in the fleet and purchase plans are also reported. The survey draws on 36 operators from the U.S. and Canada, with respondents from 25 states, the District of Columbia and two Canadian provinces. Charts illustrate some findings and a list of the 10 largest public agencies and five notable private ones is included.

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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.433
Threshold uncertainty score0.741

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.010
GPT teacher head0.221
Teacher spread0.211 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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
Published2006
Admission routes1
Has abstractyes

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