Maps showing records of <i>Spiophanes</i> spp. in North Pacific Ocean.
Bibliographic record
Abstract
<p>(A) <b><i>Spiophanes uschakowi</i></b> Zachs, 1933: red star–type locality: Peter the Great Bay, Sea of Japan (East Sea), Russia; green triangle–specimens sequenced in the present study; yellow circles–adults identified in the present study based on the morphology only; turquoise circles–adults identified as <i>S</i>. <i>bombyx</i> by Imajima [<a href="http://www.plosone.org/article/info:doi/10.1371/journal.pone.0234238#pone.0234238.ref088" target="_blank">88</a>, <a href="http://www.plosone.org/article/info:doi/10.1371/journal.pone.0234238#pone.0234238.ref116" target="_blank">116</a>–<a href="http://www.plosone.org/article/info:doi/10.1371/journal.pone.0234238#pone.0234238.ref118" target="_blank">118</a>]. (B) <b><i>Spiophanes norrisi</i></b> Meißner & Blank, 2009 (yellow symbols): yellow star–type locality: Magdalena Bay, Baja California Sur, Mexico; yellow square–specimens sequenced by Meißner & Blank [<a href="http://www.plosone.org/article/info:doi/10.1371/journal.pone.0234238#pone.0234238.ref111" target="_blank">111</a>]; yellow rhombs–specimens sequenced by the LACM DISCO Project (Los Angeles, California, USA), and the Marine Biology Laboratory (City of San Diego, California, USA); yellow circles–adults identified based on the morphology only. <b><i>Spiophanes hakaiensis</i></b> n. sp. (green symbols): green star–type locality: Calvert Is., British Columbia, Canada; green squares–specimens sequenced in the present study; green triangles–specimens sequenced by the Canadian Centre for DNA Barcoding (Guelph, Canada), and the Marine Biology Laboratory (City of San Francisco, California, USA); green circles–adults identified based on the morphology only.</p>
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 | 0.001 |
| 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) | 0.391 | 0.001 |
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".