Potential and problems in evaluating secular changes in the diversity of animal‐substrate interactions at ichnospecies rank
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Abstract Changes in diversity of trace fossils through time provide information about evolutionary innovations in animal‐substrate interactions. Global ichnodiversity changes at ichnogeneric rank are useful to capture major trends, but may be insufficient to reveal minor behavioural innovations. A quantitative analysis of ichnodiversity trajectories at ichnospecies rank for bioturbation structures has been performed for the first time at a global scale to evaluate how innovations in animal‐substrate interactions may be reflected at this ichnotaxonomic hierarchy. The timing of diversification at ichnospecific rank is highly variable, but mostly linked to the Cambrian Explosion (CE) and the Mesozoic Marine Revolution (MMR). Nearly all top‐heavy ichnogenera diversified during the MMR and most bottom‐heavy ichnogenera illustrate innovations during the CE. Timing of diversification at ichnospecies rank refines characterization of the ichnological equivalents of the Cambrian, Palaeozoic and Modern evolutionary fauna. Evaluating the timing of ichnospecific diversification within ichnogenera is a valuable tool in evolutionary palaeoecology.
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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 | 0.000 |
| 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 | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.005 | 0.000 |
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 it