Bibliographic record
Abstract
7. Eutyphoeus incommodus (Beddard, 1901) Typhoeus incommodus Beddard, 1901: 200. Eutyphoeus mohammedi Stephenson, 1914b: 350. Eutyphoeus annandalei var. fulgidus Stephenson, 1916: 342. Eutyphoeus incommodus (Beddard). Julka 1988: 145. T. Kolkata (formerly Calcutta), West Bengal, India. TM. NA. D. Bihar: Patna (Julka 1988; Halder et al. 2007), Pusa (Soota 1966; Julka 1988), Rajmahal (Soota 1966; Julka 1988). Haryana: Ambala (Soota 1966; Julka 1988; Dhiman & Battish 2006; Sharma & Bhardwaj 2014; Ahmad et al. 2020b), Karnal (Sharma & Bhardwaj 2014; Ahmad et al. 2020b), Kurukshetra (Sharma & Bhardwaj 2014; Ahmad et al. 2020b), Panipat (Sharma & Bhardwaj 2014; Ahmad et al. 2020b), Yamuna Nagar (Sharma & Bhardwaj 2014; Garg & Julka 2016; Ahmad et al. 2020b). Punjab: Basi Muda (Julka 1988), Guru Nanak Dev University, Amritsar (Mohan et al. 2013), Hoshiarpur (Soota 1966; Dhiman & Battish 2006), Nandpur (Dhiman & Battish 2006), Nangal (Julka 1988), Sahnewal (Dhiman & Battish 2006) Uttar Pradesh: Agra (Soota 1966; Julka 1988), Ahraura (Julka 1988), Allahabad (Soota 1966; Julka 1988; Prakash 2017), Aligarh (Verma et al. 2010; Yadav 2014), Anwarganj (Julka 1988), Badaun (Verma et al. 2010), Banda (Verma et al. 2010), Basti (Halder et al. 2007; Verma et al. 2010), Bhita (Julka 1988), Chakia (Julka 1988), Chandoli (Verma et al. 2010), Chunar (Julka 1988), Deona, Deoria (Halder et al. 2007), Eastern Uttar Pradesh (Rai & Nath 2014; Rai 2017), Etah (Verma et al. 2010), Ghoorpur (Julka 1988), Gorakhpur (Halder et al. 2007; Verma et al. 2010; Kumar & Singh 2013), Gobrai village, Deoria (Halder et al. 2007), Hapur (Verma et al. 2010), Janghai (Julka 1988), Jaunpur (Julka 1988; Verma et al. 2010), Jhansi (Verma et al. 2010), Jhusi (Julka 1988), Kushinagar (Singh & Singh 2023), Madhosingh (Julka 1988), Mathura (Verma et al. 2010; Yadav 2014), Mirzapur (Julka 1988; Verma et al. 2010), Pratapgarh (Julka 1988), Rampur (Verma et al. 2010), Robertsganj (Julka 1988), Sonbhadra (Verma et al. 2010), Sonauli, Sultanpur (Julka 1988), Unspecified localities (Prakash 2017), Varanasi (Julka 1988), Zafarabad (Julka 1988). West Bengal: Birbhum (Halder 1998), IBG Howrah (Goswami & Gupta 2015), Kolkata (Soota 1966; Julka 1988; Halder 1998; Goswami & Gupta 2015), Murshidabad (Halder 1998), Nadia (Halder 1998), Sarada Pally (Bandyopadhyay et al. 2008), Madhyamgram, North 24 Parganas (Bandyopadhyay et al. 2008), West Dinajpur (Halder 1998). E. Anecic. G. Native.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.017 | 0.005 |
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".