Bibliographic record
Abstract
These 3 files are the source data for Table 1 and Figures 3, 4, and 5 in Timmins-Schiffman et al. 2013 Elevated pCO2 causes developmental delay in early larval Pacific oysters, Crassostrea gigas, published in Marine Biology (doi 10.1007/s00227-012-2055-x). Table 1: Salinity, total alkalinity (AT), and spectrophotometric (spec) pH are point measurements taken each day. Partial pressure of CO2, carbonate saturation, and carbonate ion concentration were calculated from spec pH and AT. Mean and standard deviation (u ± SD) for the following parameters are given for all 3 days: temperature, salinity, AT, pH, pCO2, and carbonate ion concentration. Data for Fig 3: Number of larvae scored as calcified, uncalcified, or partially calcified are given for different replicates (jars) for the two time points (24 and 72 hours post-fertilization) and different pCO2 conditions (400, 700, or 1000 µatm). Data for Figs 4 and 5: Each cell represents a measurement for an individual larva. Column headers are formatted [measurement type][pCO2].[day measurement taken], i.e. height400.day1 contains data for larval shell height from the 400 uatm treatment on day 1 post-fertilization. Data are for shell height and depth, pCO2 of approximately 400, 700, and 1000 uatm, and days 1 and 3 post-fertilization. Data for Fig 6: Data were plotted for individual oysters with measurements of both shell height and hinge length. Columns have data for day post-fertilization, pCO2 (in uatm), DayTreatment combined factor, hinge length, and shell height. Each row contains data for a single oyster larva.
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 imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.265 | 0.029 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
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".