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Record W7108697771 · doi:10.21227/0ke0-8714

"Travel Buddy in Canada | Group Travel, Tours & Trip Leaders |Doozy Trip"

2025· dataset· W7108697771 on OpenAlexaboutno aff

Bibliographic record

VenueIEEE DataPort · 2025
Typedataset
Language
Field
Topic
Canadian institutionsnot available
Fundersnot available
KeywordsAir travelIdeal (ethics)Gateway (web page)Travel behaviorMatching (statistics)Travel timeTime travel

Abstract

fetched live from OpenAlex

"Discover Your Perfect Looking Travel Buddy with Doozy TripPlanning a holiday and dreaming of finding the looking travel buddy who shares your pace, vibe and sense of adventure? Welcome to Doozy Trip, your ultimate gateway to unforgettable experiences across Canada and beyond. Whether you\u2019re pursuing domestic flights Canada, seeking last minute flights Canada, or hunting down affordable travel packages Edmonton, we\u2019ve got your back.Why Doozy Trip is Your Ideal Travel PartnerAt Doozy Trip, we believe travel is best when shared. With us, you\u2019re not just booking a trip\u2014you\u2019re finding your ideal travel companion holiday vacation. Here's how:Tailored matching \u2013 We help you connect with like-minded travellers ready to share experiences.Seamless logistics \u2013 From securing domestic flights Canada to sorting out itineraries, we cover the essentials so you can focus on fun.Flexibility matters \u2013 Need last minute flights Canada? We offer dynamic options to match your spontaneous spirit.Budget-savvy deals \u2013 With affordable travel packages Edmonton and beyond, you won\u2019t break the bank.How to Find Your Looking Travel BuddyDefine your style. Are you relaxed or adventurous? Culture-seeker or beach-bum?Browse Doozy Trip\u2019s community. Discover travelers whose holiday vision aligns with yours.Book with confidence. We handle everything from domestic flights Canada to accommodations.Enjoy the journey. Your travel companion holiday vacation starts the moment you connect.Travel Smart with Domestic & Last Minute FlightsTravelling within Canada has never been easier. With Doozy Trip\u2019s access to domestic flights Canada, you can move between cities like Toronto, Vancouver and Edmonton with ease. And when spontaneity strikes? We offer last minute flights Canada that let you pack and go\u2014seriously.Affordable Travel Packages Edmonton & BeyondWhether you\u2019re departing from Edmonton or exploring elsewhere in Canada, our affordable travel packages Edmonton bring together flights, hotels and experiences into one smart bundle. You get more memories, less stress.Best Travel Companion Holiday Vacation \u2013 The Doozy DifferenceTogether with your travel companion holiday vacation, Doozy Trip ensures your getaway is memorable, relaxed and full of laughter. We curate experiences that work for two\u2014or a small group\u2014so you can share discovery, joy, and that magical \u201cbest travel companion\u201d feeling. FAQsQ 1. How can I find a looking travel buddy on Doozy Trip?A1. Simply join our community, set your preferences, and browse traveler profiles. You\u2019ll find a matching travel companion holiday vacation partner quickly.Q 2. Does Doozy Trip provide cheap domestic flights Canada?A2. Yes\u2014our platform includes access to domestic flights Canada with competitive fares and flexible routing to help your journey.Q 3. Can I book last minute flights Canada through your service?A3. Absolutely! When travel plans change or inspiration hits, our last minute flights Canada options help you lock in your flight on short notice.Q 4. What does \u201caffordable travel packages Edmonton\u201d include?A4. Our packages from Edmonton bundle together flights, accommodation and curated experiences\u2014designed to give you big value without the big cost.Q 5. Is Doozy Trip suitable for solo travellers looking for a travel companion?A5. Definitely. If you\u2019re seeking a looking travel buddy, we specialise in connecting solo travellers with compatible companions, so no one travels alone unless they choose to."

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)0.001
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 score0.111
Threshold uncertainty score0.372

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0270.004
Scholarly communication0.0080.003
Open science0.0020.009
Research integrity0.0020.004
Insufficient payload (model declined to judge)0.1110.017

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 head0.031
GPT teacher head0.275
Teacher spread0.244 · 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".

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Citations0
Published2025
Admission routes1
Has abstractyes

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