Publication date: 15 January 2018
Source:Journal of Neuroscience Methods, Volume 294
Author(s): Antonio Cerasa, Danilo Lofaro, Paolo Cavedini, Iolanda Martino, Antonella Bruni, Alessia Sarica, Domenico Mauro, Giuseppe Merante, Ilaria Rossomanno, Maria Rizzuto, Antonio Palmacci, Benedetta Aquino, Pasquale De Fazio, Giampaolo R. Perna, Elena Vanni, Giuseppe Olivadese, Domenico Conforti, Gennarina Arabia, Aldo Quattrone
BackgroundThe application of artificial intelligence to extract predictors of Gambling disorder (GD) is a new field of study. A plethora of studies have suggested that maladaptive personality dispositions may serve as risk factors for GD.New methodHere, we used Classification and Regression Trees algorithm to identify multivariate predictive patterns of personality profiles that could identify GD patients from healthy controls at an individual level.Forty psychiatric patients, recruited from specialized gambling clinics, without any additional comorbidity and 160 matched healthy controls completed the Five-Factor model of personality as measured by the NEO-PI-R, which were used to build the classification model.ResultsClassification algorithm was able to discriminate individuals with GD from controls with an AUC of 77.3% (95% CI 0.65–0.88, p<0.0001). A multidimensional construct of traits including sub-facets of openness, neuroticism and conscientiousness was employed by algorithm for classification detection.Comparison with existing method(s)To the best of our knowledge, this is the first study that combines behavioral data with machine learning approach useful to extract multidimensional features characterizing GD realm.ConclusionOur study provides a proof-of-concept demonstrating the potential of the proposed approach for GD diagnosis. The multivariate combination of personality facets characterizing individuals with GD can potentially be used to assess subjects' vulnerability in clinical setting.
from #ORL-AlexandrosSfakianakis via ola Kala on Inoreader http://ift.tt/2zpDbjB
Αρχειοθήκη ιστολογίου
-
►
2023
(269)
- ► Φεβρουαρίου (133)
- ► Ιανουαρίου (136)
-
►
2022
(2046)
- ► Δεκεμβρίου (165)
- ► Σεπτεμβρίου (161)
- ► Φεβρουαρίου (165)
-
►
2021
(3028)
- ► Δεκεμβρίου (135)
- ► Σεπτεμβρίου (182)
- ► Φεβρουαρίου (324)
-
►
2020
(1051)
- ► Δεκεμβρίου (292)
- ► Σεπτεμβρίου (60)
- ► Φεβρουαρίου (28)
-
►
2019
(2277)
- ► Δεκεμβρίου (18)
- ► Σεπτεμβρίου (54)
- ► Φεβρουαρίου (89)
-
►
2018
(26280)
- ► Δεκεμβρίου (189)
- ► Φεβρουαρίου (6130)
- ► Ιανουαρίου (7050)
-
▼
2017
(33948)
- ► Δεκεμβρίου (6715)
-
▼
Νοεμβρίου
(6500)
-
▼
Νοε 01
(379)
- Risk factors of pediatric tinnitus: Systematic rev...
- Adult normative data for phonatory aerodynamics in...
- Thirty-five years of single surgeon experience in ...
- Anorectal dysfunction after laparoscopic low anter...
- Prognostic significance of the distribution of lym...
- mGluR2/3 activation of the SIRT1 axis preserves mi...
- Additive naftopidil treatment synergizes docetaxel...
- Geographic Disparity in Liver Allocation: Time to ...
- International Data Base Populated by Anonymous Soc...
- A Metabolic Therapy for Malignant Glioma Requires ...
- Characteristics and outcome of Prostate cancer pat...
- Acute and Residual Soccer Match-Related Fatigue: A...
- Post-exercise Ingestion of Carbohydrate, Protein a...
- Interleukin-33 promotes the inflammatory reaction ...
- Restorative Strategies in Movement Disorders: the ...
- Improving Gene-Expression Studies from Sputum: A M...
- November Highlights/Papers by Junior Investigators...
- Unbiased Quantitation of Alveolar Type II to Alveo...
- Preexisting Type 2 Immune Activation Protects agai...
- Obstructive Sleep Apnea and Atherosclerosis: Both ...
- Epithelial Deletion of Sulf2 Exacerbates Bleomycin...
- Pharmacological Inhibition of mTOR Kinase Reverses...
- Is p38 MAPK a Dark Force in Right Ventricular Hype...
- Hypoxia Modulates Epithelial Permeability via Regu...
- Hypercapnia Accelerates Adipogenesis: A Novel Role...
- Cardiomyocytes of the Heart and Pulmonary Veins: N...
- mTOR: A Key to Both Pulmonary Vessel Remodeling an...
- An Emerging Role for Megalin as a Regulator of Pro...
- p38 MAPK Inhibition Improves Heart Function in Pre...
- Critical Role of IRAK-M in Regulating Antigen-Indu...
- CO2 as a Potential Obesogen: A Gas That Will Stick...
- Intermittent Hypoxia and Hypercapnia Accelerate At...
- Restoration of Megalin-Mediated Clearance of Alveo...
- Human CD8+ T Cells Damage Noninfected Epithelial C...
- Fatty-Acid Catabolism Promotes T-cell Revitalizati...
- FDA OKs Abemaciclib for ER+, HER2- Breast Cancer [...
- Targeting Angiogenesis in Bladder Cancer [News in ...
- Tissue Force Programs Cell Fate and Tumor Aggressi...
- Nivolumab Approved for Liver Cancer [News in Brief]
- Talimogene Laherparepvec Enhances the Efficacy of ...
- Durvalumab Promising for NSCLC [News in Brief]
- Inhibition of p300/CBP Suppresses Castration-Resis...
- Checkpoint Inhibitor Combo Effective for RCC [News...
- VHL Deficiency Drives Enhancer Activation of Oncog...
- First-Line Abemaciclib Effective in ER+ Breast Can...
- Checkpoint Inhibitors Spur Changes in Trial Design...
- Melanoma Drugs Effective as Adjuvants [News in Brief]
- Tigecycline May Selectively Target Leukemic Stem C...
- PPARG-Activated Bladder Cancer Cells Exhibit a PPA...
- ASF1A Facilitates DNA Double-Strand Break Repair b...
- The Splicing Regulator PRMT5 Is Critical for Gliob...
- Targeting the Lysosome for Cancer Therapy [In the ...
- WNT and SHH Drive the Tumorigenesis of a Rare Embr...
- Recurrent Tumor Cell-Intrinsic and -Extrinsic Alte...
- Phase I trial of bortezomib daily dose: safety, ph...
- Wilms Tumor NCAM-Expressing Cancer Stem Cells as P...
- Inhibition of Discoidin Domain Receptor 1 Reduces ...
- Estrogen Receptor {beta} Is a Novel Target in Acut...
- TTK Inhibitors as a Targeted Therapy for CTNNB1 ({...
- Oncolytic Reactivation of KSHV as a Therapeutic Ap...
- EZH2 Inhibition by Tazemetostat Results in Altered...
- Characterization of In Vivo Resistance to Osimerti...
- Tumor Mutational Burden as an Independent Predicto...
- Synthetic Lethality Interaction Between Aurora Kin...
- TDP1 is Critical for the Repair of DNA Breaks Indu...
- Vessel-Targeted Chemophototherapy with Cationic Po...
- Potency-matched Dual Cytokine-Antibody Fusion Prot...
- T790M-Selective EGFR-TKI Combined with Dasatinib a...
- The Selective Tie2 Inhibitor Rebastinib Blocks Rec...
- Autophagy Inhibition Improves Sunitinib Efficacy i...
- Sphingosine-1-Phosphate Receptor-1 Promotes Enviro...
- PPAR{gamma} Ligand-induced Annexin A1 Expression D...
- Targeting Phosphatidylinositol 3-Kinase Signaling ...
- mTOR Kinase Inhibition Effectively Decreases Progr...
- Combination Therapy with c-Met and Src Inhibitors ...
- Personality biomarkers of pathological gambling: A...
- Shear Wave Elastography in Thyroid Nodules with In...
- Low Malignancy Rates in Fine-Needle Aspiration Cyt...
- The 2017 Bethesda System for Reporting Thyroid Cyt...
- Future Meetings
- Contribution of 3D printing to mandibular reconstr...
- Prognostic factors for parotid metastasis of cutan...
- In This Issue
- Issue Information
- A chinese case of prevotella intermedia and strept...
- Activating Transcription Factor-6α Deletion Modula...
- Plasminogen Activator Inhibitor Type 1: A Possible...
- Traumatic Brain Injury in hTau Model Mice: Enhance...
- Activating Transcription Factor-6α Deletion Modula...
- Plasminogen Activator Inhibitor Type 1: A Possible...
- Traumatic Brain Injury in hTau Model Mice: Enhance...
- Effect of dietary palmitic and stearic acids on su...
- Editorial Team Changes in the New Year
- Chronic Maternal Hypercortisolemia in Late Gestati...
- Exercise training reverses inflammation and muscle...
- Urinary Bladder Hypertrophy is Susceptible in Male...
- Safety, efficacy, and drug survival of biologics a...
- Population-based Clinical Practice Research Datali...
- Interleukin-27 Exerts Its Antitumor Effects by Pro...
- Rapid Intraoperative Diagnosis of Pediatric Brain ...
-
▼
Νοε 01
(379)
- ► Σεπτεμβρίου (6470)
-
►
2016
(4179)
- ► Σεπτεμβρίου (638)
- ► Φεβρουαρίου (526)
- ► Ιανουαρίου (517)
Εγγραφή σε:
Σχόλια ανάρτησης (Atom)
Δεν υπάρχουν σχόλια:
Δημοσίευση σχολίου