Bibliographic record
Abstract
A dataset containing 0 species occurrences available in GBIF matching the query: { "and" : [ "DatasetKey is one of (Rossendale Ornithologists' Club - ROC RSPB Farmland Species Survey Dataset, Merseyside BioBank (unverified), Fungimap, NBIS Records to December 2016, Ad-hoc Bat Records from Across Wales, Spotted crake national survey in the UK in 1999, Aquatic Heteroptera Dataset, Lichens: Records for Kent., IWDG Constant Effort Cetacean Sighting Scheme, Wicken Fen nature reserve species data held by The National Trust, Brecknock Wildlife Trust (Now WTSWW Brecknockhire) records held by BIS, Urban Roots Malls Mire Invertebrate Records 2014, Living with Mammals survey, Occurrences of the invasive plant species Heracleum sosnowskyi Manden. in the Komi Republic territory (European North-East Russia), Back from the Brink vascular plant species abundance and distribution for Great Britain for the period 2002-2009, NDFF Botanical roadside monitoring, Coastal and Marine Species Database, DASSH Data Archive Centre volunteer sightings records, Bird Atlas 2007 - 2011, Derbyshire Red Data List Plant Records 1930 - 2014, Scottish Beaver Trial observations, Knapdale, 2009-2014, Cerambycidae Dataset, Dragonfly records from the British Dragonfly Society Recording Scheme, Wimpole Estate species data held by The National Trust, School of Ants, AntWeb, PlutoF platform observations, Powdery Mildew Citizen Science Survey, UK, 2013-2015, Tarrangower Cactus Control Group, Dutch Butterfly Monitoring Indexes, Inventaire National du Patrimoine Naturel : Observations d'hippocampes et syngnathes de France métropolitaine: Programme Hippo-ATLAS, Bringing Reedbeds to Life Amphibian Survey of two key reedbed sites in England in 2010, Données d'occurrences RLA Flore NC, Données du Réseau d'observateurs des mammifères marins en mer de la Manche, Soldierflies and Allies Recording Scheme - data verified via iRecord, DBRC Triturus cristatus records 1970 - 2015, Observations naturalistes de mammifères en Nord-Isère. Lo Parvi, Kenya Bird Map (Full protocol and Adhoc records), Finnish Entomological Database: Heteroptera, Shallow-water fauna of Sagami Bay, Waarnemingen.be - Butterfly occurrences in Flanders and the Brussels Capital Region, Belgium, Mosquito Alert Dataset, Local BioBlitz Challenge 2013, Coleoptera: Records for Kent, Cercle des mycologues de Montréal Fungarium (CMMF), NDFF ANLb monitoring for amphibians and fish, Montgomeryshire Wildlife Trust records held by BIS, Inventario de Herpetología en el Área Sujeta a Acuerdos de Conservación Voluntaria Quebrada Aguazula, Rincón del Soldado, Yopal, St Andrews BioBlitz 2014, A nest-site survey of Barn swallow at railroad stations in the Kinki District,south-central Japan, Invasive species - Chinese mitten crab (Eriocheir sinensis) in Flanders, Belgium, Programme BioObs: observations naturalistes en milieux aquatiques-Observations de BioObs., Florabank1 - A grid-based database on vascular plant distribution in the northern part of Belgium (Flanders and the Brussels Capital region), Waarnemingen.be - Other insect occurrences in Flanders and the Brussels Capital Region, Belgium, DBRC Reptile Records 1950 - 2015, Ringing and recovery database of birds (TIPU), Actualisation de la cartographie des Ptéridophytes de France et d'Europe occidentale, Species within North Ayrshire from 1984 - Present, Zomerganzen - Summering geese management and population counts in Flanders, Belgium, Freshwater fish records via iRecord, Odonata records from Kent's County Dragonfly Recorders (1976-2005), Ontario BioBlitz Species Records, PondNet data 2012-2014, Phytochorologie des départements français, 臺灣兩棲類資源調查與教育宣導推廣計畫 Resources survey and education advocacy to promote for Taiwan amphibian resources, Dutch Mammal Society (NL) - Mammal observations extracted from historic reports, Records of Giant Silkmoths (Saturniinae) from Vermont Collections and 2002-2007, Lapwing Recovery Project, South West Scotland, 2006-2009, natagora-earlybirds, Bioblitz 2013 Copenhagen Denmark, Coordinated Waterbird Counts, Field Study Group of the Dutch Mammal Society (NL) - 2004 - Mammal Survey Rakitovec, Slovenia, Redshank nesting on saltmarshes in Britain, NDFF Beetles of the Dutch Habitats Directive, National Earthworm Recording Scheme Records (UK), SharkBase, Great British Bee Count 2015 - Stage 2 (records verified from photo), MISE Project Otter Records, 2011-2015, Derbyshire Invasive Non-Native Species (INNS) 1900 - 2014, Irish Vascular Plant Data - Paul Green, Vanuatu dugong sightings recorded during CMS dugong catch / by-catch standardised questionnaire 2015-2017, Marine Species Records from Skomer Marine Conservation Zone (MCZ) Marine Monitoring Programme, Waarnemingen.be - Hemiptera occurrences in Flanders and the Brussels Capital Region, Belgium, Artportalen (Swedish Species Observation System), Field Study Group of the Dutch Mammal Society (NL) - 2008 - Mammal Survey Muntii Padurea Craiului - Apuseni mountains, Romania, DBRC Austropotamobius pallipes records 1960 - 2015, Finnish Insect Database, BD de la plateforme partagée pour la diffusion des données naturalistes de Haute-Normandie-Suivi des reptiles en forêt du Madrillet, People's Trust for Endangered Species - Hedgehog records 2005-2006: Hogwatch and Rural Landowner surveys, BIOWIDE eDNA Fungi dataset, SEWBReC Caddisflies (South East Wales), Invasive species - Chinese muntjac (Muntiacus reevesi) in Flanders, Belgium, DBRC Lutra lutra records 1952 - 2016, Nottinghamshire Biological and Geological Records Centre - Nottinghamshire Biodiversity Action Group Brown Hare Survey, Bird Conservation Targeting Project (BCTP) in the UK, 2006-2011, Bioblitz 2014 Kalvebod Fælled, Denmark, People's Trust for Endangered Species - Hedgehog Hibernation Survey records, Bird survey of Budai salt pans in Taiwan, ClimateWatch, RECORD Freshwater Fish Data, BMSM Bailey-Matthews National Shell Museum, NDFF Butterfly Data, Belgian Coccinellidae - Ladybird beetles in Belgium, Natural England bat roost visit records from 2013 onwards, Road Kill Survey, Bird Conservation Targeting Project (BCTP) in the UK, archived data (2001-2010) - sensitive records, Database for the Atlas of Freshwater Fishes, Redland City Council Citizen Science Portal, IWDG Casual Cetacean Sightings, RECORD Odonata Data, NSW Waterwatch, Great British Bee Count 2016 - Stage 2 (records verified from photo), NSW Bird Atlassers - Field Data, Brachycera (Diptera) records from Britain and Ireland to 1990, Bird Conservation Targeting Project (BCTP) in the UK, archived data (2001-2010), Frogwatch ACT and Region, BirdLife Australia, Birdata, Species Records for John Muir Trust Properties 2007-2009, Waarneming.nl (NL) - Great Grey Shrike Count 2014-2015, Field Study Group of the Dutch Mammal Society (NL) - 2005 - Mammal Survey Pol'ana Biosphere reserve, Slovakia, Species Records for John Muir Trust Properties Nevis, Sandwood, Quinag and Schiehallion 2010., EOD – eBird Observation Dataset, RHS Box tree moth (Cydalima perspectalis) monitoring, Waarneming.nl (NL) - Great Grey Shrike Count 2013-2014, iNaturalist Research-grade Observations, Finnish Entomological Database: Hymenoptera, An Atlas of Breeding Birds of the Burren and Aran Islands 1993 - 1996, Seasearch Marine Surveys in England, Aranzadi Ringing Scheme (bird ring-recovery data), Merseyside BioBank Active Naturalists (unverified), Déterminations et observations du Forum \"Le Monde des Insectes\" (LMDI)-Données photographiques validées de la galerie du forum \"Le Monde des Insectes\", National Bat Database of Ireland, ACT and Southern Tablelands Weed Spotter, Registro de Ateles belzebuth (mono araña) en el municipio de Yopal, departamento de Casanare, Field Study Group of the Dutch Mammal Society (NL) - 2011 - Mammal Survey Biokovo Nature Park, Croatia, NDFF Monitoring wintering bats, Fish: Records for Kent, National Trust Species Records, Miscellaneous records held by BIS, Highland bird data 2002 - 2003 - non-breeding records, Hedgehog Hibernation Survey records, Field Study Group of the Dutch Mammal Society (NL) - 2012 - Mammal Survey Galicia, Spain, Observations opportunistes rassemblées par l'Observatoire PELAGIS - Observations opportunistes de mammifères marins de l'observatoire PELAGIS, NDFF Hazel dormouse survey, A common plants survey of vascular plants in South Northumberland and Durham, United Kingdom, Données de Mammifères issues de Baznat. Midi-Pyrénées - Données mammifères Midi-Pyrénées enregistrées dans BazNat - Lot 3, ECOCEAN MantaMatcher, MISE Project Waterford Otter Records, 2011-2015, St Andrews BioBlitz 2016, Mammal assemblages recorded by camera traps inside and outside the evacuation zone of the Fukushima Daiichi Nuclear Power Plant accident, NDFF Distribution survey Eurasian beaver and Eurasian otter, Grasshoppers, Crickets and Allied Insects (Orthoptera) of Ireland, Observations.be - Non-native species occurrences in Wallonia, Belgium, Birds occurring at Namitete farm, Mchinji, HerpMapper, Données Vigie-Flore, Kingfisher Survey 2010, General Biodiversity Records from Ireland, Seasearch Crawfish, Palinurus elephas, Surveys, DASSH Data Archive Centre expert sightings records, Diveboard - Scuba diving citizen science observations, National Mammal Atlas Project, online recording, Vigie-Chiro : suivi acoustique routier en Ile-de-France, Pez León en Venezuela, Atlas of Danish Mammals, Ireland's BioBlitz 2012, Highland Breeding Bird Data 2002 - 2003 - sensitive breeding species, City of Edinburgh Natural Heritage Service - Natural Heritage Service Data, Ladybird Survey of the UK, Botanical Society of the British Isles - Demonstration set of data downloaded from the BSBI threatened plant database, Vermont Buprestidae Survey, Tetraonid line transect surveys from Norway: Data from Statskog, naturgucker, MangroveWatch, Marine data from Natural Resources Wales (NRW) Technical Support (Research & Monitoring) Contracts, Wales, Monitoring Sites 1000 Satoyama Mammals, RSPB B
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.267 |
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 teacher head, 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".