Bibliographic record
Abstract
Kerivoula hardwickii Horsfield, 1824 Hardwicke’s Woolly Bat Vespertilio hardwickii Horsfield, 1824: part 8; Java. Distribution India and Sri Lanka, Myanmar, Lao PDR, Cambodia, Vietnam, Thailand, China, W Malaysia, Borneo, Java, Sumatra, Nusa Penida, Mentawai islands, Sulawesi, Bali, Lesser Sundas, Kangean Island and Talaud Island (Indonesia), Philippines. Distribution in Lao PDR (Fig. 83): Attapu Province: Ban Paam, Dong Ampham NBCA (IEX/ ROM collections); Houay Pha Camp, Xe Kaman, Dong Ampham NBCA; Nam Kama (Xe Kaman), Dong Ampham NBCA (ROM collection); Xe Kaman River proposed dam site, Dong Ampham NBCA; Upper Xe Kaman (CMF field record); Bolikhamxai Province: Dan Phorkeng (Dan Phokeng) logging road, Phou Khaokhoay NBCA (EBD collection); Tak Leuk (Tad Leuk), Phou Khaokhoay NBCA (EBD/ROM collection); limestone near Lak Sao (Ban Lak-20) (ROM collection); Ban Kengbit, Nam Kading NBCA (SMF collection); Nam Pan (ROM/SMF collections); Champasak Province: Dong Hua Sao NBCA; Houay Kadan, Dong Khanthung proposed NBCA; Nam Lepou, Dong Khanthung proposed NBCA; Nong Lom, Bolaven Plateau; 5 km west of ‘km 20’, Dong Khanthung (ROM collection); Ban Tahin, Dong Khanthung proposed NBCA (CMF field record); Houaphan Province: Dam on Nam Et, Nam Et NBCA (EBD collection); Ban Chak, Nam Et NBCA (EBD/ROM collections); Nam Ngom (Houay Ngom), Nam Et NBCA (ROM collection); Ban Buaphath, Nam Et NBCA; Nam Chong, Nam Et NBCA (CMF field record); Khammouan Province: Ban Pontong; Ban Tonglom (Ban Thonglom); Tam Dan Jar (Tham Dancha) Camp (Robinson and Webber, 2000); Ban Houana; Ban Xam-Kang, Hin Namno NBCA; Nakai Plateau; Pha Deng (ROM collection); Nam Pakkatan, Nakai Plateau (ROM/SMF collections); Ban Gnavang (Ban Gnavay); Ban Vang Manua (Ban Vangma-Nua), Hin Namno NBCA; Xe Bangfai Cave (Tham Xebangfai), Hin Namno NBCA (CMF field record); Louangnamtha Province: Ban Eng (ROM collection); Ban Namya; Ban Phoulan; Ban Si Udon (Ban Si-udon); New Ban Namsing (Ban Namsing-mai) (CMF field record); Louangphabang Province: Nam Khan (CMF field record); Vientiane Province: Ban Nampe (ROM collection); Danpapor (Dan Papo), Phou Khaokhoay NBCA; Danyai (Dan Gnai), Phou Khaokhoay NBCA (CMF field record). Taxonomic note Genetic analyses indicate that specimens referred to this species in Lao PDR include at least three distinct species (Francis et al., 2010), but a detailed taxonomic study of the group has not yet been carried out.
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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.029 | 0.006 |
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".