PRIORITIES, CONCERNS AND EXPECTATIONS OF LOCAL YOUNG SPECTATORS REGARDING 21ST CENTURY FILM AND CINEMA.
Bibliographic record
Abstract
The aim of present paper is to investigate the psychological outcomes of 21st century Pakistani movies on viewers. The most important four outcomes are as following: (a) Violent behavior (b) Sensuality and Depression (c) Stereotypes (d) Misconception about Islam and Pakistani culture. By psychologically examining the theme of the film, we can take a look at the producer’s psychological methods and analyze the performance of the theme in the film. This paper is psychological analysis of five film themes and their carriage in productions. The films under analysis are Khuda Kay Liay (2007), Bol (2011), Bin Roye(2015), Malik (2016) Waar (2013). It is inferred from this study that these films have strong psychological impact on audience’s conscious and unconscious.
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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 | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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".