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RETRACTED: A Two-Phase Sharp-Interface Numerical Model of Falling Film Thermal Desalination in a Vertical Channel

2024· preprint· en· 0 citations· W4392365664 on OpenAlex· 10.21203/rs.3.rs-3981974/v1

Why is this work in the frame?

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

Canadian affiliationAn author listed a Canadian institution. This is the only route the usual frame has.

Post-publication record

OpenAlex flags this work as retracted, but it carries no matching Retraction Watch record in this frame.

Machine scores (provisional)

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

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.

Opus teacher head0.092
GPT teacher head0.421
Teacher spread
0.329 · how far apart the two teachers sit on this one work
Validation status
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

Abstract

No abstract. This is not a gap in this database — OpenAlex has none either. 23.3% of the frame is in this state, and the screen finds HALF as much metaresearch here, so the absence is a measured bias rather than a missing field.

The record

Venue
Research Square
Topic
Membrane Separation Technologies
Field
Environmental Science
Canadian institutions
University of Manitoba
Funders
Keywords
Falling (accident)Channel (broadcasting)Interface (matter)ThermalMechanicsPhase (matter)Materials scienceDesalinationComputer sciencePhysicsThermodynamicsTelecommunicationsBubbleChemistryPsychology
Has abstract in OpenAlex
no