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Record W7095527494

reported results for its second fiscal quarter ended April 3, 2010.

2010· article· en· W7095527494 on OpenAlexaboutno aff

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldMedicine
TopicPrenatal Screening and Diagnostics
Canadian institutionsnot available
Fundersnot available
KeywordsRevenueMargin (machine learning)Quarter (Canadian coin)LicenseCurrency
DOInot available

Abstract

fetched live from OpenAlex

o Non-GAAP operating margin of 13.6%; GAAP operating margin of 4.8% o Relative to Q2 guidance, currency was unfavorable to revenue by $3.1 million and favorable to non-GAAP expenses by $1.6 million and to GAAP expenses by $1.9 million • Q3 Guidance: Revenue of $235 to $245 million and non-GAAP EPS of $0.14 to $0.20 o GAAP EPS of $0.02 to $0.07 o Assumes $1.36 USD / EURO, down from $1.46 assumption in previous guidance, a $7 million negative impact to revenue in Q3 • FY 2010 Targets: Maintaining revenue target of $1,015 million and non-GAAP EPS of $1.00 o GAAP EPS of $0.50 o Increasing license revenue growth target to 35 % to 40 % year-over-year growth, up from previous target of 30 % growth o Non-GAAP operating margin of 16%; GAAP operating margin of 7.5% o Assumes $1.36 USD / EURO, down from $1.46 assumption in previous guidance, a $14 million negative impact to revenue in H2’10 The Q2 non-GAAP results exclude $12.3 million of stock-based compensation expense, $8.9 million of acquisitionrelated

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)0.004
metaresearch head score (Gemma)0.010
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 score0.876
Threshold uncertainty score0.414

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.010
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0030.002
Science and technology studies0.0020.000
Scholarly communication0.0040.002
Open science0.0020.002
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.1240.100

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 head0.290
Teacher spread0.259 · 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
Published2010
Admission routes1
Has abstractyes

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