ESPECIE DE ALGAS APORTA NUTRIENTES A CORALES, MEDUSAS Y OTROS ORGANISMOS. EFICIENTE PARA CAPTURAR LUZ
Classification
machine, unvalidatedMachine predicted; both teacher heads 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".
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
HABITAN EN CORALES, MEDUSAS, ANEMONAS Y OTROS ORGANISMOS MARINOS PARA PROTEGERSE DEL MEDIO EXTERNO Y CAPTURAR MOLECULAS ORGANICAS DE SUS HOSPEDEROS; A CAMBIO, LAS ALGAS DINOFLAGELADAS DEL GENERO SYMBIODINIUM , LES APORTAN NUTRIENTES DERIVADOS DE LA FOTOSINTESIS. POR SU TAMANO MICROSCOPICO SE UBICAN EN EL NIVEL TROFICO PRIMARIO DE LA CADENA ALIMENTARIA ACUATICA. LA PRESENCIA DE DOS FLAGELOS (LATIGOS) Y LA FLUORESCENCIA DE SU CLOROPLASTO SON DOS DE SUS RASGOS MAS CARACTERISTICOS EN SU FASE DE VIDA LIBRE. PARA ENTENDER COMO SE ORGANIZA SU ESTRUCTURA FOTOSINTETICA Y OPTIMIZAR, EN UN FUTURO, SU RELACION CON EL HOSPEDERO, INVESTIGADORES DEL INSTITUTO DE CIENCIAS DEL MAR Y LIMNOLOGIA, UNIDAD ACADEMICA DE SISTEMAS ARRECIFALES, EN PUERTO MORELOS, QUINTANA ROO, DIRIGIDOS POR MARCO ANTONIO VILLANUEVA, DESARROLLARON UNA TECNICA PARA ELIMINAR LA INTENSA AUTOFLUORESCENCIA DEL CLOROPLASTO QUE IMPIDE VISUALIZAR LA ESTRUCTURA INTERNA DEL ALGA. CON LOS HALLAZGOS OBTENIDOS –PUBLICADOS EN LAS REVISTAS PHOTOSYNTHESIS RESEARCH Y CANADIAN JOURNAL OF MICROBIOLOGY (Y QUE SE DETALLAN EN ESTA NOTA ) –, AHORA SE CONOCE LA ESTRUCTURA DEL CITOESQUELETO DE ACTINA DEL DINOFLAGELADO Y SE VISUALIZA COMO ESTE PODRIA REORGANIZAR LA ESTRUCTURA DEL CLOROPLASTO EN RESPUESTA A LA INTENSIDAD DE LUZ.
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 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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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 it