Bibliographic record
Abstract
A dataset containing 12412 species occurrences available in GBIF matching the query: { "and" : [ "TaxonKey is one of (Cannabis sativa, Cannabis sativa, Cannabis sativa, Cannabis sativa, Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., Cannabis sativa Linn., Cannabis sativa L., 197217862, Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., 193883751, Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., 'Cannabis sativa' phytoplasma, Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., Cannabis sativa partitivirus, Cannabis sativa Linnaeus, Cannabis sativa Linneo, Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., 1753, Cannabis sativa amalgavirus 1, Cannabis sativa Linnaeus 1753, Cannabis sativa, Cannabis sativa, 'Cannabis sativa' leaf yellowing phytoplasma, 'Cannabis sativa' little leaf phytoplasma, 'Cannabis sativa' witches'-broom phytoplasma, Cannabis sativa L. s. l., 'Cannabis sativa' aster yellows phytoplasma, 'Cannabis sativa' little leaf phytoplasma, 'Cannabis sativa' witches'- broom phytoplasma, Cannabis sativa subsp. kif A.DC.A.DC., Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., 'Cannabis sativa' phytoplasma, Cannabis sativa L., Cannabis sativa L. , Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., 193832721, Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., Carpesium cernuum L., Cannabis sativa L., Cannabis sativa L., 169450599, Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., 186880679, Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., Cannabis sativa partitivirus, Cannabis sativa L., 1753, Cannabis sativa C. Linnaeus, 161102131, Cannabis sativa C.Linnaeus, 1753, 'Cannabis sativa' purple leaf and stunting disease phytoplasma, 'Cannabis sativa' aster yellows phytoplasma, 'Cannabis sativa' witches'-broom phytoplasma, 'Cannabis sativa' witches'- broom phytoplasma, 'Cannabis sativa' leaf yellowing phytoplasma, Cannabis sativa L. s. str., Cannabis sativa, Cannabis sativa L., Cannabis sativa L., Artemisia tridentata Nutt., Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., Cannabis sativa L., 'Cannabis sativa' purple leaf and stunting disease phytoplasma, Cannabis sativa C. Linnaeus subsp. indica (J.B. Lamarck) A.J. Cronquist, Cannabis ruderalis Janisch., Penicillium copticola Houbraken, Frisvad & Samson, Asymmetrasca uniprossicae (Sohi 1977) Sohi 1977, Ceutorhynchus rapae Gyllenhal, 1837, Grapholita delineana Walker, 1863, Thyestilla gebleri (Faldermann, 1835), Ceutorhynchus roberti Gyllenhal 1837, Australdonta pakalolo, Ceutorhynchus assimilis (Paykull 1792), Pseudomonas cannabina, Polygonia c-aureum (Linnaeus, 1758), Grapholita delineana Walker 1863, Uredo kriegeriana Sydow & Sydow, Ceutorhynchus assimilis (Paykull & G.de, 1792), Ceutorhynchus roberti Gyllenhal, 1837, Cannabis ruderalis Janisch., Elbelus tripunctatus Mahmood, 1967, Psylliodes attenuatus (J.D.W.Koch, 1803), Asymmetrasca uniprossicae (Sohi, 1977), Beauveria bassiana (Balsamo-Crivelli) Vuillemin 1912, Althaea cannabina L., Orius bifilarus Ghauri, 1972, Australdonta pakalolo Sartori, Gargominy & Fontaine, 2013, Elbelus tripunctatus Mahmood 1967, Junonia lemonias (Linnaeus, 1758), Pythium dissotocum Drechsler, Heterodera humuli Filipjev, 1934, Orius (Orius) bifilarus Ghauri 1972, Pseudoperonospora cannabina (G.H.Otth) Curzi, Xylosandrus crassiusculus (Motschulsky, 1866), Ceutorhynchus rapae Gyllenhal 1837, Hibiscus coccineus (Medik.) Walter, Psilarthroides czerskyi (Zaslavskij) Zaslavskij, Pseudomonas cannabina, Ceutorhynchus pallidactylus (Marsham 1802) , new to Quebec, Cannabis indica Lam., Grapholita delineana Walker, 1863, Planococcus citri (Risso, 1813), Humulus lupulus L., Planococcus citri (Risso 1813) Coccoidea, Popillia japonica Newman, 1841, Septoria cannabis (Lasch) Sacc, Ostrinia nubilalis (Hübner, 1796), Rhopalosiphum rufiabdominale (Sasaki, 1899), Atropa baetica Willk., Acherontia atropos (Linnaeus, 1758), Cannabis indica J.B. Lamarck, Cannabis generalis E.H.L.Krause, Cannabis pedemontana Camp, Cannabis gigantea Delile ex Vilm., Cannabis generalis E.H.L.Krause, 161102169, Cannabis indica Lam., Cannabis ruderalis Janisch., Cannabis macrosperma Stokes, Cannabis kafiristanica (Vavilov) Chrtek, Cannabis americana Pharm. ex Wehmer, Cannabis orientalis Lam., Cannabis kafiristanica (Vavilov) Chrtek, Cannabis kafiristanica (Vavilov) Chrtek, Cannabis lupulus Scop., Cannabis ruderalis Janisch., Cannabis lupulus Scop., Cannabis generalis E. H. L. Krause, 169450622, Cannabis chinensis Delile, Cannabis chinensis Delile, Cannabis gigantea Crevost, Cannabis erratica Siev., Cannabis gigantea Crevost, Cannabis macrosperma Stokes, Cannabis erratica Siev., Cannabis culta Mansf., 169450634, 169450637, 169450645, 169450619, 169450625, Cannabis indica Lam., Cannabis culta Mansf., Cannabis americana Pharm., 169450640, Cannabis ruderalis Janisch., Cannabis gigantea Delile, Cannabis orientalis Lam., Cannabis americana Pharm. ex Wehmer, 161102154, 161102163, Cannabis intersita Soják, Cannabis chinensis Delile, 169450642, Cannabis erratica Siev., Cannabis macrosperma Stokes, Cannabis erratica Siev., Cannabis orientalis Lam., Cannabis ruderalis Janisch., 161102166, Cannabis intersita Sojak, Cannabis gigantea Crevost, Cannabis indica Lam., Cannabis ruderalis Janisch., Cannabis americana Wehmer, 161102140, 161102170, Cannabis lupulus (L.) Scop., Cannabis intersita Soják, 161102157, 169450648, 169450602, Cannabis foetens Gilib., Cannabis lupulus Scop., Polygonum viridiflorum Poir., Cannabis foetens Gilib., Cannabis culta Mansf., Cannabis pedemontana Camp, Cannabis chinensis Delile, Cannabis macrosperma Stokes, Cannabis indica Lam., Cannabis kafiristanica (Vavilov) Chrtek, 161102160, 169450628, 169450651, Cannabis intersita Soják, Cannabis gigantea Crevost, Cannabis generalis E.H.L.Krause, Cannabis foetens Gilib., Cannabis indica Lam., 169450631, Cannabis ruderalis Janisch., Cannabis pedemontana Camp, Cannabis indica Lam., Cannabis foetens Gilib.)", "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)", "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))", "HasCoordinate is true", "HasGeospatialIssue is false", "Year is greater than or equal to 1970" ] } The dataset includes 12412 records from 408 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0158357-220831081235567/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 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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.293 | 0.174 |
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".