Social Weather Stations Survey: 2015 First Quarter
Bibliographic record
Abstract
Quality of life trend (1); personal optimism/pessimism (1); optimism/pessimism on the economy (1); following news events (13); President Benigno Aquino III (3); voter preferences for 2016 elections (6); type of leader that can best lead the Philippines in 2016 (1); endorsement of President Noynoy Aquino (N. Aquino) (1); performance rating of President N. Aquino on selected issues (4); Tuwid na daan (1); state of the nation address (1); call for resignation of President N. Aquino (1); awareness/performance ratings of government officials (17); reason for being satisfied and dissatisfied with Senator Cynthia Villar (2); awareness/performance ratings of government institutions (10); performance ratings of the present national administration (20); Bangsamoro Basic Law (BBL) (3); approval of the proposed BBL (6); hope in passage of the BBL (1); peace and development with the new Bangsamoro government (1); agreement or disagreement with the actions of politicians against the BBL (1); peace process with the government and the Moro Islamic Liberation Front (MILF) (8); peace and order in the Bangsamoro areas (1); trust in the joint government and MILF forces to maintain peace/order in Bangsamoro areas (1); confidence in the military suppressing terrorist groups (1); confidence in the Philippine National Police in suppressing terrorist groups (1); MILF (2); MILF’s acceptance of the outcome of the Bangsamoro elections (1); the Mamasapano incident (7); effective means in dealing with different armed groups (5); awareness and trust ratings of selected personalities (10); Rafael Alunan III (1); Francis Tolentino (2); awareness and trust ratings of institutions (6); awareness and trust ratings of countries (5); Ph-China tension (2); police matters (5); crime victimization (15); Maguindanao massacre (1); views on Islam (5); agree/disagree statements (9); improvement of financial situation (1); indicators of a developed country (4); happiness (1); life satisfaction (1); health (1).
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 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.021 | 0.015 |
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".