Bibliographic record
Abstract
A dataset containing 539501 species occurrences available in GBIF matching the query: { "and" : [ "HasCoordinate is true", "HasGeospatialIssue is false", "TaxonKey is one of (Cleomella serrulata (Pursh) Roalson & J.C.Hall, Persea americana Mill., Persea borbonia (L.) Spreng., Persea humilis Nash, Persicaria amphibia (L.) Delarbre, Persicaria bicornis (Raf.) Nieuwl., Persicaria hydropiper (L.) Spach, Persicaria lapathifolia (L.) Gray, Persicaria limbata (Meisn.) H.Hara, Persicaria maculosa Gray, Persicaria punctata (Elliott) Small, Persicaria virginiana (L.) Gaertn., Perymenium buphthalmoides var. occidentale McVaugh, Petradoria pumila (Nutt.) Greene, Petroselinum crispum (Mill.) Fuss, Phacelia adenophora J.T.Howell, Phacelia alba Rydb., Phacelia argentea A.Nelson & J.F.Macbr., Phacelia argillacea N.D.Atwood, Phacelia arizonica A.Gray, Phacelia californica Cham., Phacelia cicutaria var. hispida (A.Gray) J.T.Howell, Phacelia ciliata Benth., Phacelia coerulea Greene, Phacelia congesta (Douglas ex Lehm.) Hook., Phacelia corymbosa Jeps., Phacelia crenulata var. ambigua (M.E.Jones) J.F.Macbr., Phacelia distans Benth., Phacelia dubia (L.) Trel., Phacelia egena (Greene) J.T.Howell, Phacelia glandulosa Nutt., Phacelia hastata Douglas ex Lehm., Phacelia hastata Douglas ex Lehm., Phacelia heterophylla Pursh, Phacelia humilis Torr. & A.Gray, Phacelia imbricata Greene, Phacelia imbricata Greene, Phacelia integrifolia Torr., Phacelia integrifolia Torr., Phacelia leptosepala Rydb., Phacelia linearis (Pursh) Holz., Phacelia secunda J.F.Gmel., Phacelia mutabilis Greene, Phacelia nemoralis Greene, Phacelia nemoralis Greene, Phacelia patuliflora (Engelm. & A.Gray) A.Gray, Phacelia popei Torr. & A.Gray, Phacelia pringlei A.Gray, Phacelia pulchella A.Gray, Phacelia purshii Buckley, Phacelia rafaelensis N.D.Atwood, Phacelia ramosissima Douglas ex Lehm., Phacelia robusta (J.F.Macbr.) I.M.Johnst., Phacelia sericea (Graham) A.Gray, Phacelia tanacetifolia Benth., Phaseolus coccineus L., Phaseolus lunatus L., Phaseolus filiformis Benth., Philadelphus caucasicus Koehne, Philadelphus inodorus L., Philadelphus lewisii Pursh, Phlomis purpurea L., Phlomis tuberosa L., Phlox albomarginata M.E.Jones, Phlox austromontana Coville, Phlox glaberrima L., Phlox hoodii Richardson, Phlox paniculata L., Phlox pilosa L., Phlox subulata L., Pholistoma auritum (Lindl.) Lilja ex Lindl., Phoradendron californicum Nutt., Heteromeles arbutifolia (Lindl.) M.Roem., Phryma leptostachya L., Phyla cuneifolia (Torr.) Greene, Phyla nodiflora (L.) Greene, Phyla lanceolata (Michx.) Greene, Phyla nodiflora (L.) Greene, Phyllodoce empetriformis (Sm.) D.Don, Phyllodoce glanduliflora (Hook.) Coville, Physalis acutifolia (Miers) Sandwith, Physalis heterophylla Nees, Quincula lobata (Torr.) Raf., Physalis philadelphica Lam., Physalis virginiana Mill., Physaria gordonii (A.Gray) O'Kane & Al-Shehbaz, Physaria intermedia (S.Watson) O'Kane & Al-Shehbaz, Physaria ludoviciana (Nutt.) O'Kane & Al-Shehbaz, Physaria montana (A.Gray) Greene, Physaria newberryi A.Gray, Physaria ovalifolia (Rydb.) O'Kane & Al-Shehbaz, Physaria vitulifera Rydb., Physocarpus capitatus (Pursh) Kuntze, Physocarpus malvaceus (Greene) Kuntze, Physocarpus opulifolius (L.) Maxim., Physostegia angustifolia Fernald, Physostegia parviflora Nutt. ex A.Gray, Physostegia pulchella Jacques, Phyteuma nigrum F.W.Schmidt, Phytolacca americana L., Pickeringia montana Nutt., Pieris japonica var. taiwanensis (Hayata) Kitam., Pieris japonica var. taiwanensis (Hayata) Kitam., Piloblephis rigida (W.Bartram ex Benth.) Raf., Pinaropappus roseus (Less.) Less., Pinus edulis Engelm., Pinus hartwegii Lindl., Pinus ponderosa Douglas ex C.Lawson, Pisum sativum L., Pittosporum crassifolium Banks & Sol. ex A.Cunn., Pittosporum tobira (Murray) Aiton fil., Pityopsis falcata (Pursh) Nutt., Pityopsis graminifolia (Michx.) Nutt., Plagiobothrys chorisianus var. hickmanii (Greene) I.M.Johnst., Plagiobothrys nothofulvus (A.Gray) A.Gray, Planodes virginicum (L.) Greene, Plantago aristata Michx., Plantago lanceolata L., Plantago major L., Plantago sempervirens Crantz, Platanthera leucophaea (Nutt.) Lindl., Platycladus orientalis (L.) Franco, Platycodon grandiflorus (Jacq.) A.DC., Platycodon grandiflorus (Jacq.) A.DC., Centaurea melitensis L., Valeriana samolifolia (Bertero) Colla, Pluchea baccharis (Mill.) Pruski, Pluchea camphorata (L.) DC., Pluchea foetida (L.) DC., Pluchea odorata (L.) Cass., Pluchea sericea (Nutt.) Coville, Plumbago auriculata Lam., Poa pratensis L., Podophyllum peltatum L., Pogonia ophioglossoides (L.) Ker Gawl., Polanisia dodecandra (L.) DC., Polanisia tenuifolia Leconte ex Torr. & A.Gray, Polemonium foliosissimum A.Gray, Polemonium occidentale Greene, Polemonium reptans L., Poliomintha incana (Torr.) A.Gray, Polygala cymosa Walter, Polygala fruticosa P.J.Bergius, Polygala myrtifolia L., Polygala rugelii Shuttlew.)", "Country is one of (Canada, Mexico, United States of America)" ] } The dataset includes 539501 records from 480 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011405-231002084531237/datasets/export for details. Data from some individual datasets included in this download may be licensed under less restrictive terms.
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 imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.005 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.006 | 0.009 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.004 | 0.004 |
| Open science | 0.003 | 0.003 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.235 | 0.370 |
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; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".