Bibliographic record
Abstract
A dataset containing 1123 species occurrences available in GBIF matching the query: { "and" : [ "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Material citation, Living Specimen, Occurrence evidence, Specimen)", "Country is one of (Mexico, United States of America, Canada)", "DatasetKey is one of (The New York Botanical Garden Herbarium (NY), NMNH Extant Specimen Records (USNM, US), Phanerogamic Botanical Collections (S), Harvard University Herbaria: All Records, Plant Resources Center, R. L. McGregor Herbarium Vascular Plants Collection, University of Michigan Herbarium, Tropicos MO Specimen Data, CAS Botany (BOT), Sistematización del Herbario Nacional Forestal Biól Luciano Vela Gálvez, Banco de datos florísticos del Herbario CHAP, Digitalización y Sistematización de las Colecciones Biológicas Nacionales del Instituto de Biología, UNAM (Plantas vasculares), iNaturalist Research-grade Observations, Digitalización y sistematización de las colecciones biológicas del INECOL (Herbario), Etapa final de la captura y catalogación del Herbario del Instituto de Ecología, A.C., Centro Regional del Bajío, Royal Botanic Gardens, Kew - Herbarium Specimens, Estudio florístico de la Sierra de Pachuca, Hidalgo, México, Mejoramiento de los modelos de distribución de especies de plantas amenazadas de México (Orchidaceae, Pinaceae, Cupressaceae, Taxaceae, Podocarpaceae) a través de información de sensores remotos y medidas espaciales de incertidumbre en los modelos-conUFZ*, Base de datos sobre la flora de Durango, Computarización del Herbario ENCB, IPN. Fase IV. Base de datos de la familia Pinaceae y de distintas familias de la clase Magnoliopsida depositadas en el Herbario de la Escuela Nacional de Ciencias Biológicas, IPN, Computarización del Herbario ENCB. Fase I (Base de datos de los ejemplares del Valle de México), Catálogo electrónico de especímenes depositados en el Herbario de la Universidad de Texas en Austin, Fase IV (Ejemplaresimagenes), Royal Botanic Garden Edinburgh Living Plant Collections (E), Catálogos florísticos de México por entidad federativa e información etnobotánica de la Colección del Herbario Nacional Biól. Luciano Vela Gálvez (INIF), Edinburgh (E) Herbarium Specimens, Actualización y depuración de la base de datos del Herbario del Instituto de Ecología, AC, Centro Regional del Bajío. Fase 2, Natural History Museum (London) Collection Specimens, Sistema de apoyo a la toma de decisiones para la reforestación rural en México, Herbarium Berolinense, Berlin (B), Digitalización de la colección científica del Herbario de Querétaro \"Dr. Jerzy Rzedowski\" QMEX, Actualización de las bases de datos de colecciones, especies en peligro de extinción, colecta y propagación de germoplasma, Field Museum of Natural History (Botany) Seed Plant Collection)", "HasCoordinate is true", "HasGeospatialIssue is false", "OccurrenceStatus is Present", "TaxonKey is Pseudotsuga menziesii var. menziesii" ] } The dataset includes 1123 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0173913-220831081235567/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 | 0.007 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.006 | 0.010 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.004 | 0.004 |
| Open science | 0.003 | 0.004 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.304 | 0.401 |
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; the direct Gemma label and the distilled Codex classifier 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".