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| DOI | 10.1007/S00213-022-06170-0 | ||||
| Año | 2022 | ||||
| Tipo | artículo de investigación |
Citas Totales
Autores Afiliación Chile
Instituciones Chile
% Participación
Internacional
Autores
Afiliación Extranjera
Instituciones
Extranjeras
Rationale: Serotonergic psychedelics are being studied as novel treatments for mental health disorders and as facilitators of improved well-being, mental function, and creativity. Recent studies have found mixed results concerning the effects of low doses of psychedelics (“microdosing”) on these domains. However, microdosing is generally investigated using instruments designed to assess larger doses of psychedelics, which might lack sensitivity and specificity for this purpose. Objectives: Determine whether unconstrained speech contains signatures capable of identifying the acute effects of psilocybin microdoses. Methods: Natural speech under psilocybin microdoses (0.5 g of psilocybin mushrooms) was acquired from thirty-four healthy adult volunteers (11 females: 32.09 ± 3.53 years; 23 males: 30.87 ± 4.64 years) following a double-blind and placebo-controlled experimental design with two measurement weeks per participant. On Wednesdays and Fridays of each week, participants consumed either the active dose (psilocybin) or the placebo (edible mushrooms). Features of interest were defined based on variables known to be affected by higher doses: verbosity, semantic variability, and sentiment scores. Machine learning models were used to discriminate between conditions. Classifiers were trained and tested using stratified cross-validation to compute the AUC and p-values. Results: Except for semantic variability, these metrics presented significant differences between a typical active microdose and the inactive placebo condition. Machine learning classifiers were capable of distinguishing between conditions with high accuracy (AUC ≈ 0.8). Conclusions: These results constitute first evidence that low doses of serotonergic psychedelics can be identified from unconstrained natural speech, with potential for widely applicable, affordable, and ecologically valid monitoring of microdosing schedules.
| Ord. | Autor | Género | Institución - País |
|---|---|---|---|
| 1 | Sanz, Camila | Mujer |
Instituto de Física de Buenos Aires (IFIBA) - Argentina
UNIV BUENOS AIRES - Argentina Inst Fis Buenos Aires IFIBA CONICET - Argentina |
| 2 | Cavanna, Federico | Hombre |
Instituto de Física de Buenos Aires (IFIBA) - Argentina
Fundacion Para La Lucha Contra Las Enfermedades Neurologicas de La Infancia - Argentina UNIV BUENOS AIRES - Argentina Inst Fis Buenos Aires IFIBA CONICET - Argentina Fdn Lucha Enfermedades Neurol Infancia FLENI - Argentina |
| 3 | Muller, Stephanie | Mujer |
Instituto de Física de Buenos Aires (IFIBA) - Argentina
UNIV BUENOS AIRES - Argentina Inst Fis Buenos Aires IFIBA CONICET - Argentina |
| 4 | DE LA FUENTE, LAURA ALETHIA | Mujer |
Instituto de Física de Buenos Aires (IFIBA) - Argentina
Universidad Favaloro - Argentina UNIV BUENOS AIRES - Argentina Inst Fis Buenos Aires IFIBA CONICET - Argentina Favaloro Univ - Argentina |
| 5 | Zamberlan, Federico | Hombre |
Instituto de Física de Buenos Aires (IFIBA) - Argentina
Tilburg University - Países Bajos UNIV BUENOS AIRES - Argentina Inst Fis Buenos Aires IFIBA CONICET - Argentina Tilburg Univ - Países Bajos |
| 6 | Palmucci, Matias | Hombre |
Instituto de Física de Buenos Aires (IFIBA) - Argentina
UNIV BUENOS AIRES - Argentina Inst Fis Buenos Aires IFIBA CONICET - Argentina |
| 7 | Janeckova, Lucie | Mujer |
University of Chemistry and Technology, Prague - República Checa
Univ Chem & Technol Prague - República Checa |
| 8 | Kuchar, Martin | Hombre |
University of Chemistry and Technology, Prague - República Checa
Národní Ústav Duševního Zdraví, Klecany - República Checa Natl Inst Mental Hlth - República Checa Univ Chem & Technol Prague - República Checa |
| 9 | Carrillo, Facundo | Hombre |
Consejo Nacional de Investigaciones Científicas y Técnicas - Argentina
Appl Artificial Intelligence Lab ICC CONICET - Argentina |
| 10 | Garcia, Adolfo M. | Hombre |
Universidad de San Andrés - Argentina
Consejo Nacional de Investigaciones Científicas y Técnicas - Argentina University of California, San Francisco - Estados Unidos Trinity College Dublin - Irlanda Universidad de Santiago de Chile - Chile Univ San Andres - Argentina Natl Sci & Tech Res Council - Argentina Trinity Coll Dublin D02 - Irlanda UNIV CALIF SAN FRANCISCO - Estados Unidos |
| 11 | Pallavicini, Carla | Mujer |
Instituto de Física de Buenos Aires (IFIBA) - Argentina
Fundacion Para La Lucha Contra Las Enfermedades Neurologicas de La Infancia - Argentina UNIV BUENOS AIRES - Argentina Inst Fis Buenos Aires IFIBA CONICET - Argentina Fdn Lucha Enfermedades Neurol Infancia FLENI - Argentina |
| 12 | Tagliazucchi, Enzo | Hombre |
Instituto de Física de Buenos Aires (IFIBA) - Argentina
Universidad Adolfo Ibáñez - Chile UNIV BUENOS AIRES - Argentina Inst Fis Buenos Aires IFIBA CONICET - Argentina |
| Fuente |
|---|
| Agencia Nacional de Promoción Científica y Tecnológica |
| Fondo Nacional de Desarrollo Científico y Tecnológico |
| Universidad de Santiago de Chile |
| Grantová Agentura Ceské Republiky |
| Alzheimer's Association |
| Ministry of Health of the Czech Republic |
| Agencia Nacional de Promocion Cientifica y Tecnologica (Argentina) |
| Alzheimer's Society |
| Programa Interdisciplinario de Investigacion Experimental en Comunicacion y Cognicion (PIIECC), Facultad de Humanidades, USACH |
| Grant Agency of the Czech Republic |
| GBHI |
| Agencia Nacional de Investigación y Desarrollo |
| Programa Interdisciplinario de Investigación Experimental en Comunicación y Cognición |
| Ministerstvo Zdravotnictví Ceské Republiky |
| Facultad de Humanidades |
| ANID, FONDECYT Regular |
| Alzheimer's Society (Alzheimer's Association) |
| Agradecimiento |
|---|
| This study was funded by grant PICT-2019–02294 awarded by Agencia Nacional de Promoción Científica y Tecnológica (Argentina). Partial funding was received from the Ministry of Health of the Czech Republic (grant no. NU21-04–00307) and the Grant Agency of the Czech Republic (grant no. 20-25349S). Adolfo García is an Atlantic Fellow at the Global Brain Health Institute (GBHI) and is supported with funding from GBHI, Alzheimer’s Association, and Alzheimer’s Society (Alzheimer’s Association GBHI ALZ UK-22–865742); ANID, FONDECYT Regular [1210176]; and Programa Interdisciplinario de Investigación Experimental en Comunicación y Cognición (PIIECC), Facultad de Humanidades, USACH. |
| This study was funded by grant PICT-2019-02294 awarded by Agencia Nacional de Promocion Cientifica y Tecnologica (Argentina). Partial funding was received from the Ministry of Health of the Czech Republic (grant no. NU21-04-00307) and the Grant Agency of the Czech Republic (grant no. 20-25349S). Adolfo Garcia is an Atlantic Fellow at the Global Brain Health Institute (GBHI) and is supported with funding from GBHI, Alzheimer's Association, and Alzheimer's Society (Alzheimer's Association GBHI ALZ UK-22-865742); ANID, FONDECYT Regular [1210176]; and Programa Interdisciplinario de Investigacion Experimental en Comunicacion y Cognicion (PIIECC), Facultad de Humanidades, USACH. |