Mostra de Cinemas Africanos 2021: Focus on Algeria - Ousmane Samassekou. Le Dernier Refuge/The Last Shelter. 2021. 85 minutes. French, More, English and Bambara with English subtitles. Mali/France/South Africa. Les films du Balibari, ARTE France, STEPS - Generation Africa (ZA), DS Productions (ML). No price reported. - Karim Sayad. My English Cousin. 2019. 82 minutes. Arabic and English, with English subtitles. Switzerland/Qatar/Algeria. Close Up Films, Radio Télévision Suisse (RTS). No price reported. - Nina Khada. I Bit My Tongue. 2020. 25 minutes. French and Arabic with English subtitles. France/Tunisia. Sudu Connexion. No price reported. - Amira Géhanne Khalfallah. El sghayra/Miss. 2019. 13 minutes. Arabic with English subtitles. Algeria/France. Paraiso Production, Prolégomènes. No price reported. - Amel Blidi. Tchebchaq Maricane! 2021. 26 minutes. Arabic with English and French subtitles. Algeria. Centre Algérien de Développement du Cinéma, Arak Production. No price reported. - Hassen Ferhani. 143 Sahara St. 2019. 104 minutes. Arabic with English subtitles. Algeria, France, Qatar. Centrale Electrique, Allers Retours Films. No price reported.
Bibliographic record
Abstract
Mostra de Cinemas Africanos 2021: Focus on Algeria - Ousmane Samassekou. Le Dernier Refuge/The Last Shelter. 2021. 85 minutes. French, More, English and Bambara with English subtitles. Mali/France/South Africa. Les films du Balibari, ARTE France, STEPS - Generation Africa (ZA), DS Productions (ML). No price reported. - Karim Sayad. My English Cousin. 2019. 82 minutes. Arabic and English, with English subtitles. Switzerland/Qatar/Algeria. Close Up Films, Radio Télévision Suisse (RTS). No price reported. - Nina Khada. I Bit My Tongue. 2020. 25 minutes. French and Arabic with English subtitles. France/Tunisia. Sudu Connexion. No price reported. - Amira Géhanne Khalfallah. El sghayra/Miss. 2019. 13 minutes. Arabic with English subtitles. Algeria/France. Paraiso Production, Prolégomènes. No price reported. - Amel Blidi. Tchebchaq Maricane! 2021. 26 minutes. Arabic with English and French subtitles. Algeria. Centre Algérien de Développement du Cinéma, Arak Production. No price reported. - Hassen Ferhani. 143 Sahara St. 2019. 104 minutes. Arabic with English subtitles. Algeria, France, Qatar. Centrale Electrique, Allers Retours Films. No price reported.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.538 | 0.211 |
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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
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".