MétaCan
Menu
← Back to cohort
Record W6930646478 · doi:10.5281/zenodo.15348494

Video Report: Recovery of the Casablanca Buoy – Oceanographic Observatory on the Northwestern Mediterranean Shelf (Ebro Delta)

2024· other· en· W6930646478 on OpenAlexaff

Bibliographic record

VenueZenodo (CERN European Organization for Nuclear Research) · 2024
Typeother
Languageen
FieldMedicine
TopicPrenatal Screening and Diagnostics
Canadian institutionsInstitute on Governance
FundersAgencia Estatal de Investigación
KeywordsBuoyMooringSoftware deploymentSubmarine pipelineObservatory

Abstract

fetched live from OpenAlex

Video report of the operation to recover the mooring near Casablanca's offshore rig Timestamps indicating key events: 00:08 Deployment of the dinghy00:53 Inspection of the buoy from the dinghy01:20 Boarding of ICM-CSIC personnel after inspection02:04 Securing to the buoy from the dinghy02:47 Release of the mooring via acoustic signal03:33 Attachment of the aft crane hook to the buoy04:16 Lifting the buoy out of the water from the stern05:30 Placement of the buoy on deck05:55 Inspection of the buoy and surface cabling06:21 Release of the buoy with the mooring line07:32 Securing the mooring line07:48 Repositioning the buoy to starboard10:00 Retrieval of the mooring line10:13 Recovery of intermediate buoys11:00 Release of the buoys11:55 Deployment of the CTD13:11 Deployment of the ADCP and acoustic release13:48 Cleaning of the buoy and instrumentation

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)0.000
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.345
Threshold uncertainty score0.935

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0010.000
Scholarly communication0.0010.000
Open science0.0000.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.3450.075

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 head0.045
GPT teacher head0.253
Teacher spread0.209 · 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.

Study designNot applicable
Domainnot available
GenreOther

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
Published2024
Admission routes1
Has abstractyes

Explore more

Same venueZenodo (CERN European Organization for Nuclear Research)→Same topicPrenatal Screening and Diagnostics→French-language works237,207→