Bibliographic record
Abstract
Microphorella Becker Microphorella Becker, 1909: 28. Type species: Microphorus praecox Loew, 1864, by original designation. Diagnosis. Australasian Microphorella can be distinguished from other parathalassiines by the following suite of characters: head with face broad (about width of combined antennal bases or wider) (Fig. 41), gena weakly developed to moderately broad, antenna with arista-like stylus not lengthened (about 2X length of postpedicel) (Figs 40, 51), mouthparts directed ventrally with fleshy labellum, palpus narrowly ovate (Figs 40, 41, 51), or broadly clavate and flattened; thorax with prosternum fused to proepisternum forming precoxal bridge, scutellum with 1 pair of strong setae near apex; wing with vein M 2 and cell dm present (Fig. 52), vein R 1 reaching costa beyond or (rarely) just before base of M 2, cell cua convex apically, vein CuA + CuP short to absent, anal lobe barely developed; male terminalia with right epandrial lamella lacking ventral process, cerci including hypoproct nearly symmetrical and pointed (Figs 44–46, 48); female abdomen with apical segments retracted into segment 6, syntergite 9+10 divided and bearing acanthophorous setae or acanthophorous spines, cercus narrowly rounded or pointed apically with or without apical setae. Remarks. Microphorella as currently recognized, is made up of at least 12 species groups worldwide (Cumming & Brooks 2019, 2022). Three of these species groups are known from the Australasian Region and are not closely related (Cumming & Brooks 2019). The three separate groups comprise the M. malaysiana species group with three Southeast Asian species plus M. papuana Shamshev & Grootaert from Irian Jaya, New Guinea (Shamshev & Grootaert 2004), the M. iota species group, with a single species from eastern Australia, and a separate Australian species group that includes two new species described below. Worldwide the genus is known from various riparian and coastal habitats (Cumming & Brooks 2019), with the New Guinean M. papuana restricted to coastal beaches and the Australian species collected along creeks and streams.
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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) | 0.012 | 0.003 |
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".