Bibliographic record
Abstract
A dataset containing 18502 species occurrences available in GBIF matching the query: { "and" : [ "TaxonKey is one of (Manihot esculenta, Manihot esculenta, Manihot esculenta, Manihot esculenta, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, 'Manihot esculenta' phytoplasma, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, 'Manihot esculenta' phytoplasma, Mimosa rubicaulis Lam., Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, 1766, Manihot esculenta Crantz, 1766, Manihot esculenta Crantz, 1766, 161147510, Manihot esculenta x Manihot glaziovii, 'Manihot esculenta' witches'-broom phytoplasma, Manihot esculenta associated ampelovirus 2, Manihot esculenta, Manihot esculenta, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, 1766, Manihot esculenta Crantz, 1766, Manihot esculenta Crantz 1766, Manihot esculenta Crantz, 1766, Manihot esculenta Crantz 1766, Manihot esculenta associated ampelovirus 1, Manihot esculenta associated ampelovirus 2, Manihot esculenta associated ampelovirus 1, Manihot esculenta x Manihot glaziovii, 'Manihot esculenta' witches'-broom phytoplasma, 'Manihot esculenta' witches'-broom phytoplasma (Thailand), 'Manihot esculenta' witches'-broom phytoplasma (Thailand), Manihot esculenta, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz., Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Crantz, Manihot esculenta Moldenke, Manihot esculenta Crantz, Manihot esculenta Crantz, 'Manihot esculenta' dwarfism and witches'-broom phytoplasma, 'Manihot esculenta' dwarfism and witches'-broom phytoplasma, Pseudococcus mandio Williams, 1985, Euproctis lunata Francis Walker, 1855, Iphiseius degenerans (Berlese) Berlese, Lagocheirus undatus Voet, Abelmoschus manihot (L.) Medik., Thrinchostoma productum (Smith, 1853), Euseius spermahyphus (Ueckermann & Loots) Ueckermann & Loots, Iphiseius degenerans (Berlese, 1889), Macrocheles kraepelini (Berlese 1905), Mononychellus progresivus Doreste 1981, Euseius fustis (Pritchard & Baker, 1962), Stictococcus vayssierei Richard, Amblydromalus manihoti (Moraes 1994) Moraes 1994, Euseius bwende (Pritchard & Baker) Pritchard & Baker, Ferrisia meridionalis Williams, 1985, Trichogramma manicobai Brun, Moraes & Soares 1984, Dinoderus bifoveolatus (Wollaston 1858), Doryctobracon fluminensis (Lima 1938), Tetranychus neocaledonicus Andre 1933, Anastrepha montei Lima, 1934, Dinoderus bifoveolatus (Wollaston, 1858), Amblyseius sakalava Blommers 1976, Euseius nyalensis, Laportea aestuans (L.) Chew, Euseius baetae (Meyer & Rodrigues 1966), Amblyseius cinctus Corpuz & Rimando, Pseudococcus mandio Williams 1985, Stictococcus vayssierei Richard, 1971, Euproctis fraterna Moore, 1883, Trichogramma demoraesi Nagaraja 1983, Typhlodromus (Anthoseius) malawiensis, Tetranychus neocaledonicus André, 1933, Micrapate simplicipennis (Lesne 1895), Trichogramma colombiense Velasquez & Teran 1995, Pseudaulacaspis pentagona (Targioni Tozzetti, 1886), Euseius neofustis Moraes & McMurtry, 1988, Galeopsomyia macaxeira Perioto, Costa & Lara 2011, Lasioseius penicilliger Berlese 1916, Proctolaelaps aurora (Vitzthum 1925), Galendromus annectens (De Leon 1958), Anastrepha montei Lima 1934, Macrocheles robustulus (Berlese 1904), Tetranychus lambi Pritchard & Baker 1955, Typhlodromalus limonicus (Garman & McGregor 1956), Neoseiulus idaeus Denmark & Muma 1973, Neoseiulus anonymus (Chant & Baker 1965), Euseius reticulatus Moraes, Ueckermann & Oliveira, Thrinchostoma (Thrinchostoma) productum (Smith), Tetranychus marianae McGregor 1950, Pseudaulacaspis pentagona Targioni Tozzetti, Euseius tutsi (Pritchard & Baker, 1962), Euseius baetae (Meyer & Rodrigues, 1966), Capnodium gamsii Abdollahz. & Crous, Phytoseiulus macropilis (Banks 1905), Mononychellus tanajoa (Bondar 1938), Trichogramma marandobai Brun, Moraes & Soares 1986, Typhlodromalus aripo De Leon 1967, Euseius fustis (Pritchard & Baker) Pritchard & Baker, Eumeta variegata (Snellen, 1879), Euseius spermahyphus (Ueckermann & Loots, 1988), Ferrisia meridionalis Williams 1985, Mononychellus progresivus Doreste, 1981, Typhlodromus malawiensis Zannou, Moraes & Hanna, 2002, Chilozela trapeziana (Sepp, 1840), Euseius concordis (Chant 1959), Thrinchostoma productum (Smith), Doryctobracon fluminensis (Costa Lima, 1937), Borocera madagascariensis Boisduval, 1833, Cryptolestes klapperichi Lefkovitch, 1962, Laonastes aenigmamus Jenkins, Kilpatrick, Robinson & Timmins, 2005, Euseius talinga (Pritchard & Baker, 1962), Rattus detentus Timm et al. 2016, Neoseiulus longispinosus (Evans 1952), Euseius talinga (Pritchard & Baker) Pritchard & Baker, Typhlodromalus olombo (Pritchard & Baker, 1962), Rattus detentus Timm, Weijola, Aplin, Flannery & Pine, 2016, Lagocheirus araneiformis (Linnaeus, 1767), Phenacoccus manihoti Matile-Ferrero 1977, Trichogramma manicobai Brun, Gomez de Moraes & Soares, 1984, Erinnyis ello (Linnaeus 1758), Euseius rotundus (Blommers) Blommers, Euseius nyalensis (El-Badry, 1968), Biltothrips minutus Bhatti., Erinnyis ello Linnaeus, 1758, Euseius neofustis Moraes & McMurtry, Euseius tutsi (Pritchard & Baker) Pritchard & Baker, Micrapate simplicipennis (Lesne, 1895), Euseius reticulatus Moraes, Ueckermann & Oliveira, 2001, Ueckermannseius saltus (Denmark & Matthysse, 1981), Trichogramma colombiense Velasquez & Teran, 1995, Bemisia afer (Priesner & Hosny, 1934), Pseudococcus occultus Granara de Willink 2018, Typhlodromalus aripo De, Perilestes jueni Mendoza-Penagos, Kenzy, Gonçalves, and Vilela 2022, Ueckermannseius ueckermanni Moraes, Zannou & Oliveira, 2006, Antecerococcus keralae Hodgson & Williams, 1901, Amblyseius swirskii Athias-Henriot, Euseius rotundus (Blommers, 1973), Megymenum brevicorne (Fabricius 1787), Phenacoccus manihoti Matile-Ferrero, 1977, Euseius bwende (Pritchard & Baker, 1962), Kuzinellus parvus (Denmark & Matthysse, 1981), Kuzinellus parvus, Laonastes aenigmamus Jenkins, Kilpatrick, Robinson & Timmins 2005, Trichogramma demoraesi Nagaraja, 1983, Typhlodromalus olombo (Pritchard & Baker) Pritchard & Baker, Amblyseius cinctus Corpuz-Raros & Rimando, 1966, Laonastes aenigmamus Jenkins, Kilpatrick, Robinson & Timmins, 2005, Amblydromalus manihoti (Moraes) Moraes, Pseudococcus occultus Granara de Willink, 2018, Bemisia afer (Priesner & Hosny) Priesner & Hosny, Trichogramma marandobai Brun, Gomez de Moraes & Soares, 1986, Perilestes jueni Mendoza-Penagos & Vilela, 2022, Ueckermannseius saltus, Gromphas amazonica Bates 1870, Cephalophus niger Gray, 1846, Cephalophus niger Gray 1846, Hemiodus tucupi Silva, Nogueira, Netto-Ferreira, Akama & Dutra, 2020, Amblydromalus manihoti (Moraes, 1994), Ueckermannseius ueckermanni Moraes, Zannou, Neotropiconyttus armandoi Gamboa, Gil-Santana, Gamboa-Tabares, Martínez-Viuche, and Serna 2024, Stictococcus subterreus Williams, Matile-Ferrero & Miller, Philantomba maxwellii (C.H.Smith, 1827), Hemiodus tucupi Silva, Nogueira, Netto-Ferreira, Akama, and Dutra 2020, Tetraponera mocquerysi (Andre 1890), Antecerococcus keralae Hodgson & Williams, Stictococcus subterreus Williams, Matile-Ferrero & Miller, Smallanthus sonchifolius (Poepp. & Endl.) H.Rob., Paullinia cupana Kunth, Ipomoea batatas (L.) Lam., Cyrtodactylus vairengtensis Lalremsanga, Colney, Vabeiryureilai, Malsawmdawngliana, Bohra, Biakzuala, Muansanga, Das, and Purkayastha 2023, Megymenum brevicorne (Fabricius, 1787), Philantomba maxwelli (C.H. Smith 1827), Stictococcus vayssierei Richard. Macropterous 1971, Neoseiulus longispinosus (Evans, 1952), Canna indica L., Tetraponera mocquerysi (Andre, 1890), Amblyseius swirskii Athias-Henriot, 1962, Typhlodromalus aripo DeLeon, Amblyseius sakalava Blommers, 1976, Manihot aypi Spruce, Manihot manihot (L.) Cockerell, 161147517, Manihot melanobasis Müll.Arg., 1865, Jatropha paniculata, 161147539, Mandioca aipi (Pohl) Link, 161147570, Jatropha manihot L., 1753, Jatropha dulcis J.F.Gmel., Jatropha mitis Sessé & Moc., 161147532, Manihot diffusa Pohl, 1827, Manihot aipi Pohl, Jatropha paniculata Ruiz & Pav., 161147567, Manihot melanobasis Müll.Arg., Ja
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 | 0.006 |
| Meta-epidemiology (narrow) | 0.003 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.007 | 0.011 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.003 | 0.003 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.245 | 0.337 |
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".