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1.
J Sports Sci ; 42(7): 629-637, 2024 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-38762895

RESUMO

Decision accuracy is a crucial factor in the evaluation of refereeing performance. In sports research, officials' decision-making is frequently assessed outside real games through video-based decision experiments, where they evaluate recorded game situations from a third-person perspective. This study examines whether the inclusion of the first-person perspective influences decision accuracy and certainty. Twenty-four professional officials from the first and second German basketball leagues participated in the study. The officials assessed 50 game situations from both first-person and third-person perspectives, indicating their decisions and certainty levels. The statistical analysis utilises signal detection theory to evaluate the efficacy of the first-person perspective compared to the third-person perspective in identifying rule violations and no-calls in video recordings. The findings indicate that the first-person perspective does not yield superior accuracy in identifying foul calls. However, scenes from the first-person perspective exhibit a significant 9% increase in correctly identifying no-calls. Furthermore, officials report significantly higher levels of decision certainty and comfort when using the first-person perspective. The study suggests that sports officials may benefit from incorporating additional scenes from the first-person perspective into video-based decision training. Future studies should explore whether this additional perspective improves the training effect and translates into enhanced in-game performance.


Assuntos
Basquetebol , Tomada de Decisões , Gravação em Vídeo , Humanos , Basquetebol/fisiologia , Basquetebol/psicologia , Masculino , Adulto , Feminino , Detecção de Sinal Psicológico , Pessoa de Meia-Idade
2.
J Cogn Neurosci ; 36(8): 1546-1556, 2024 Jul 01.
Artigo em Inglês | MEDLINE | ID: mdl-38527082

RESUMO

Results from paradigms like change blindness and inattentional blindness indicate that observers are unaware of numerous aspects of the visual world. However, intuition suggests that perceptual experience is richer than these results indicate. Why does it feel like we see so much when the data suggests we see so little? One possibility stems from the fact that experimental studies always present observers with stimuli that they have never seen before. Meanwhile, when forming intuitions about perceptual experience, observers reflect on their experiences with scenes with which they are highly familiar (e.g., their office). Does prior experience with a scene change the bandwidth of perceptual awareness? Here, we asked if observers were better at noticing alterations to the periphery in familiar scenes compared with unfamiliar scenes. We found that observers noticed changes to the periphery more frequently with familiar stimuli. Signal detection theoretic analyses revealed that when observers are unfamiliar with a stimulus, they are less sensitive at noticing (d') and are more conservative in their response criterion (c). Taken together, these results suggest that prior knowledge expands the bandwidth of perceptual awareness. It should be stressed that these results challenge the widely held idea that prior knowledge fills in perception. Overall, these findings highlight how prior knowledge plays an important role in determining the limits of perceptual experience and is an important factor to consider when attempting to reconcile the tension between empirical observation and personal introspection.


Assuntos
Conscientização , Reconhecimento Psicológico , Humanos , Conscientização/fisiologia , Reconhecimento Psicológico/fisiologia , Adulto Jovem , Feminino , Masculino , Percepção Visual/fisiologia , Adulto , Estimulação Luminosa , Detecção de Sinal Psicológico/fisiologia
3.
J Exp Anal Behav ; 121(3): 294-313, 2024 May.
Artigo em Inglês | MEDLINE | ID: mdl-38426657

RESUMO

Discrimination performance in perceptual choice tasks is known to reflect both sensory discriminability and nonsensory response bias. In the framework of signal detection theory, these aspects of discrimination performance are quantified through separate measures, sensitivity (d') for sensory discriminability and decision criterion (c) for response bias. However, it is unknown how response bias (i.e., criterion) changes at the single-trial level as a consequence of reinforcement history. We subjected rats to a two-stimulus two-response conditional discrimination task with auditory stimuli and induced response bias through unequal reinforcement probabilities for the two responses. We compared three signal-detection-theory-based criterion learning models with respect to their ability to fit experimentally observed fluctuations of response bias on a trial-by-trial level. These models shift the criterion by a fixed step (1) after each reinforced response or (2) after each nonreinforced response or (3) after both. We find that all three models fail to capture essential aspects of the data. Prompted by the observation that steady-state criterion values conformed well to a behavioral model of signal detection based on the generalized matching law, we constructed a trial-based version of this model and find that it provides a superior account of response bias fluctuations under changing reinforcement contingencies.


Assuntos
Tomada de Decisões , Aprendizagem por Discriminação , Reforço Psicológico , Animais , Ratos , Masculino , Modelos Psicológicos , Detecção de Sinal Psicológico , Condicionamento Operante , Comportamento de Escolha , Estimulação Acústica , Discriminação Psicológica
4.
Mem Cognit ; 52(4): 793-825, 2024 May.
Artigo em Inglês | MEDLINE | ID: mdl-38177559

RESUMO

Signal detection theory (SDT) and two-high threshold models (2HT) are often used to analyze accuracy data in recognition memory paradigms. However, when reaction times (RTs) and/or confidence levels (CLs) are also measured, they usually are analyzed separately or not at all as dependent variables (DVs). We propose a new approach to include these variables based on multinomial processing tree models for discrete and continuous variables (MPT-DC) with the aim to compare fits of SDT and 2HT models. Using Juola et al.'s (2019, Memory & Cognition, 47[4], 855-876) data we have found that including CLs and RTs reduces the standard errors of parameter estimates and accounts for interactions among accuracy, CLs, and RTs that classical versions of SDT and 2HT models do not. In addition, according to the simulations, there is an increase in the proportion of correct model selections when relevant DV are included. We highlight the methodological and substantive advantages of MPT-DC in the disentanglement of contributing processes in recognition memory.


Assuntos
Modelos Psicológicos , Tempo de Reação , Reconhecimento Psicológico , Humanos , Reconhecimento Psicológico/fisiologia , Tempo de Reação/fisiologia , Detecção de Sinal Psicológico/fisiologia , Modelos Estatísticos , Adulto
5.
Psychol Res ; 88(1): 81-90, 2024 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-37318596

RESUMO

In the current investigation, we modified the high Go, low No-Go Sustained Attention to Response Task (SART) by replacing the single response on Go trials with a dual response to increase response uncertainty. In three experiments, a total of 80 participants completed either the original SART with no response uncertainty regarding the Go stimuli, or versions of the dual response SART in which response probabilities for the two possible responses to the Go stimuli varied from 0.9-0.1, 0.7-0.3, to 0.5-0.5. This resulted in a scale of increasing response uncertainty based on information theory to the Go stimuli. The probability of No-Go withhold stimuli was kept.11 in all experiments. Using the Signal Detection Theory perspective proposed by Bedi et al. (Psychological Research: 1-10, 2022), we predicted that increasing response uncertainty would result in a conservative response bias shift, noted by decreased errors of commission and slower response times to both Go and No-Go stimuli. These predictions were verified. The errors of commission in the SART may not be a measures of conscious awareness per se, but instead indicative of the level of participant trigger happiness-the willingness to respond quickly.


Assuntos
Desempenho Psicomotor , Detecção de Sinal Psicológico , Humanos , Desempenho Psicomotor/fisiologia , Incerteza , Detecção de Sinal Psicológico/fisiologia , Tempo de Reação/fisiologia , Estado de Consciência
8.
Копенгаген; Всемирная организация здравоохранения. Европейское региональное бюро; 2024. (WHO/EURO:2024-8271-48043-72376).
em Russo | WHO IRIS | ID: who-375784

RESUMO

В настоящем инструментарии описываются процедуры выявления и нейтрализации ложной информации в рамках следующих пяти этапов: выявление информационных сигналов, их проверка, оценка рисков, разработка мер реагирования и информационная работа с населением. Инструментарий можно рассматривать в качестве ценного источника информации для органов власти и других заинтересованных сторон; он помогает активно бороться с инфодемией и содействует распространению достоверных сведений и принятию обоснованных решений в области общественного здравоохранения.


Assuntos
Emergências , Comunicação em Saúde , Participação da Comunidade , Infodemia , Detecção de Sinal Psicológico
9.
Conscious Cogn ; 113: 103532, 2023 08.
Artigo em Inglês | MEDLINE | ID: mdl-37295196

RESUMO

Signal-detection theory (SDT) is one of the most popular frameworks for analyzing data from studies of human behavior - including investigations of confidence. SDT-based analyses of confidence deliver both standard estimates of sensitivity (d'), and a second estimate informed by high-confidence decisions - meta d'. The extent to which meta d' estimates fall short of d' estimates is regarded as a measure of metacognitive inefficiency, quantifying the contamination of confidence by additional noise. These analyses rely on a key but questionable assumption - that repeated exposures to an input will evoke a normally-shaped distribution of perceptual experiences (the normality assumption). Here we show, via analyses inspired by an experiment and modelling, that when distributions of experience do not conform with the normality assumption, meta d' can be systematically underestimated relative to d'. Our data highlight that SDT-based analyses of confidence do not provide a ground truth measure of human metacognitive inefficiency. We explain why deviance from the normality assumption is especially a problem for some popular SDT-based analyses of confidence, in contrast to other analyses inspired by the SDT framework, which are more robust to violations of the normality assumption.


Assuntos
Metacognição , Humanos , Detecção de Sinal Psicológico
10.
Sci Rep ; 13(1): 9739, 2023 06 16.
Artigo em Inglês | MEDLINE | ID: mdl-37328598

RESUMO

Previous research indicates that irrational beliefs (Paranormal beliefs & conspiracy theory endorsement) are associated with the perception of patterns in noise, but the previous findings do not conclusively describe this relationship. This study aims to disentangle the underlying parameters of this association by applying a signal detection theory approach, thus allowing to distinguish illusory pattern perception (false alarms) from perceptual sensitivity and response tendencies-while also taking base rate information into account. Results from a large sample (N = 723) indicate that paranormal beliefs relate to a more liberal response bias and a lower perceptual sensitivity, and that this relationship is driven by illusory pattern perception. Such a clear pattern could not be observed for conspiracy beliefs, for which the increase in false alarm rates was moderated by the base rate. The associations between irrational beliefs and illusory pattern perception were however less substantial compared to other sources of variance. Implications are discussed.


Assuntos
Cultura , Ilusões , Humanos , Detecção de Sinal Psicológico/fisiologia , Ilusões/fisiologia
11.
PLoS One ; 18(4): e0284272, 2023.
Artigo em Inglês | MEDLINE | ID: mdl-37099529

RESUMO

In an effort to inform interventions targeting littering behaviour, we estimate how much a change in trash-bag colour increases trash can visibility in Paris. To that end, we applied standard Signal Detection techniques to test how much changing trash-bag colour affects subjects' trash can detection rates. In three pre-registered studies, we found that changing trash bag colour from grey to either red, green or blue considerably increases the perception of bins in British (tourist) and Parisian (resident) samples. We found that changing the bag colour from grey to blue increased visibility the most.


Assuntos
Resíduos de Alimentos , Detecção de Sinal Psicológico , Humanos , Paris , Percepção de Cores
12.
Psychometrika ; 88(3): 1056-1086, 2023 09.
Artigo em Inglês | MEDLINE | ID: mdl-36988755

RESUMO

Signal detection theory (SDT; Tanner & Swets in Psychological Review 61:401-409, 1954) is a dominant modeling framework used for evaluating the accuracy of diagnostic systems that seek to distinguish signal from noise in psychology. Although the use of response time data in psychometric models has increased in recent years, the incorporation of response time data into SDT models remains a relatively underexplored approach to distinguishing signal from noise. Functional response time effects are hypothesized in SDT models, based on findings from other related psychometric models with response time data. In this study, an SDT model is extended to incorporate functional response time effects using smooth functions and to include all sources of variability in SDT model parameters across trials, participants, and items in the experimental data. The extended SDT model with smooth functions is formulated as a generalized linear mixed-effects model and implemented in the gamm4 R package. The extended model is illustrated using recognition memory data to understand how conversational language is remembered. Accuracy of parameter estimates and the importance of modeling variability in detecting the experimental condition effects and functional response time effects are shown in conditions similar to the empirical data set via a simulation study. In addition, the type 1 error rate of the test for a smooth function of response time is evaluated.


Assuntos
Reconhecimento Psicológico , Detecção de Sinal Psicológico , Humanos , Detecção de Sinal Psicológico/fisiologia , Tempo de Reação , Psicometria , Simulação por Computador
13.
J Exp Psychol Learn Mem Cogn ; 49(2): 216-229, 2023 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-36996188

RESUMO

The recognition memory receiver operating characteristic (ROC) is typically asymmetric with a characteristic elevation of the left-hand portion. Whereas the unequal variance signal detection model (uvsd) assumes the asymmetry results because old item evidence is noisier than new item evidence, the dual process signal detection model (dpsd) assumes it results because old items convey more useful information than new items. To test these assumptions, the models were fit to old/new recognition data and their evidence parameters were used to predict performance on a novelty, three-alternative forced-choice (N3AFC) recognition task. Critically, under the uvsd model, increased old item variance (sigma) predicts poorer N3AFC performance, whereas under the dpsd model, increased recollection rates (Ro) predict better N3AFC performance. Hence, the asymmetry parameters of the two models make divergent predictions. In two experiments the dpsd model's predictions were supported, whereas the uvsd model yielded unpredicted (from that model's perspective) patterns. Through simulation it was also shown that the dpsd model predicted the uvsd model's mispredictions, which resulted because increases in old item noise markedly depress the upper portion of the ROC. Overall, the data demonstrate that increasing ROC asymmetry is not a function of increasingly noisier target evidence, but instead increasingly informative target evidence. These findings invalidate the uvsd model, which heretofore has been primarily supported by its post-hoc fitting ability, not its construct validity. (PsycInfo Database Record (c) 2023 APA, all rights reserved).


Assuntos
Reconhecimento Psicológico , Detecção de Sinal Psicológico , Humanos , Curva ROC , Modelos Psicológicos , Rememoração Mental
14.
Ann Pharmacother ; 57(10): 1137-1146, 2023 10.
Artigo em Inglês | MEDLINE | ID: mdl-36688283

RESUMO

BACKGROUND: Colchicine has a narrow therapeutic index. Its toxicity can be increased due to concomitant exposure to drugs inhibiting its metabolic pathway; these are cytochrome P450 3A4 (CYP3A4) and P-glycoprotein (P-gp). OBJECTIVE: To examine clinical outcomes associated with colchicine drug interactions using the spontaneous reports of the US Food and Drug Administration (FDA) Adverse Event Reporting System (FAERS). METHODS: We conducted a disproportionality analysis using FAERS data from January 2004 through June 2020. The reporting odds ratio (ROR) and observed-to-expected ratio (O/E) with shrinkage for adverse events related to colchicine's toxicity (ie, rhabdomyolysis/myopathy, agranulocytosis, hemorrhage, acute renal failure, hepatic failure, arrhythmias, torsade de pointes/QT prolongation, and cardiac failure) were compared between FAERS reports. RESULTS: A total of 787 reports included the combined mention of colchicine, an inhibitor of both CYP3A4 and P-gp drug, and an adverse event of interest. Among reports that indicated the severity, 61% mentioned hospitalization and 24% death. A total of 37 ROR and 34 O/E safety signals involving colchicine and a CYP3A4/P-gp inhibitor were identified. The strongest ROR signal was for colchicine + atazanavir and rhabdomyolysis/myopathy (ROR = 35.4, 95% CI: 12.8-97.6), and the strongest O/E signal was for colchicine + atazanavir and agranulocytosis (O/E = 3.79, 95% credibility interval: 3.44-4.03). CONCLUSION AND RELEVANCE: This study identifies numerous safety signals for colchicine and CYP3A4/P-gp inhibitor drugs. Avoiding the interaction or monitoring for toxicity in patients when co-prescribing colchicine and these agents is highly recommended.


Assuntos
Colchicina , Citocromo P-450 CYP3A , Humanos , Estados Unidos , Preparações Farmacêuticas , Colchicina/efeitos adversos , Citocromo P-450 CYP3A/metabolismo , Membro 1 da Subfamília B de Cassetes de Ligação de ATP , Sulfato de Atazanavir , Detecção de Sinal Psicológico , Subfamília B de Transportador de Cassetes de Ligação de ATP , Sistemas de Notificação de Reações Adversas a Medicamentos , United States Food and Drug Administration
15.
Q J Exp Psychol (Hove) ; 76(4): 881-887, 2023 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-35802038

RESUMO

Laming has recently proposed a way to measure the accessibility (as opposed to availability) of memories via recognition testing. His measure "Accessibility" is calculated by subtracting the hit rate and false alarm rate that fall at the point where the receiver-operating characteristic (ROC) curve's derivative is 1. I prove that, if one works within the framework of Unequal-Variance Signal Detection Theory (UVSDT), as Laming does, the measure "Accessibility" depends on the location of the response criterion (though always with a neutral likelihood ratio). Furthermore, I prove that the measure varies with the underlying variances of UVSDT regardless of which definition of bias (criterion or likelihood ratio) is used and, crucially, this holds even when the accuracy of discrimination performance or "sensitivity" (da) in UVSDT is constant. As such, from the standpoint of (at least) UVSDT, it is questionable whether or to what extent the new measure of "Accessibility" actually measures the accessibility of any memory.


Assuntos
Reconhecimento Psicológico , Detecção de Sinal Psicológico , Humanos , Curva ROC , Viés
16.
Psychol Res ; 87(2): 509-518, 2023 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-35403969

RESUMO

The sustained attention to response task (SART) is a popular measure in the psychology and neuroscience of attention. The underlying psychological cause for errors, in particular errors of commission, in the SART is actively disputed. Some researchers have suggested task-disengagement due to mind-wandering or mindlessness, and others have proposed strategic choices. In this study we explored an alternative perspective based on Signal Detection Theory, in which the high rate of commission errors in the SART reflects simply a shift in response bias (criterion) due to the high prevalence of Go-stimuli. We randomly assigned 406 participants to one of ten Go-stimuli prevalence rates (50%, 64%, 74%, 78%, 82%, 86%, 90%, 94%, 98% and 100%). As Go-stimuli prevalence increased reaction times to both Go and No-Go stimuli decreased, omission errors decreased and commission errors increased. These all were predicted from a hypothesized bias shift, but the findings were not compatible with some alternative theories of SART performance. These findings may have implications for similar tasks.


Assuntos
Desempenho Psicomotor , Detecção de Sinal Psicológico , Humanos , Desempenho Psicomotor/fisiologia , Detecção de Sinal Psicológico/fisiologia , Tempo de Reação/fisiologia , Análise e Desempenho de Tarefas , Probabilidade
17.
Behav Res Methods ; 55(3): 1259-1274, 2023 04.
Artigo em Inglês | MEDLINE | ID: mdl-35641680

RESUMO

A police lineup is a procedure in which a suspect is surrounded by known-innocent persons (fillers) and presented to the witness for an identification attempt. The purpose of a lineup is to test the investigator's hypothesis that the suspect is the culprit, and the investigator uses the witness' identification decision and the associated confidence level to inform this hypothesis. Whereas suspect identifications provide evidence of guilt, filler identifications and rejections provide evidence of innocence. Despite the capacity of lineups to provide exculpatory information, past research has focused, almost exclusively, on inculpatory behaviors. We recently developed a method for incorporating all lineup outcomes in a single receiver operator characteristic (ROC) curve. The area under the full lineup ROC curve reflects the total capacity of a lineup procedure to discriminate guilty suspects from innocent suspects. Here, we introduce a Comprehensive R Archive Network (CRAN) package, fullROC, to support eyewitness researchers in using the full ROC approach to analyze lineup data. The fullROC package provides functions for adjusting identification rates, generating full ROC curves for lineup data, computing the area under the ROC curves (AUC), and statistically comparing the AUCs of different lineups. Using both simulated and empirical data, we illustrate the functionality of the fullROC CRAN package. In brief, the fullROC package provides a useful tool for eyewitness researchers to analyze lineup data using the full ROC method, which incorporates both the inculpatory and exculpatory information of eyewitness behaviors.


Assuntos
Rememoração Mental , Reconhecimento Psicológico , Humanos , Curva ROC , Tomada de Decisões , Detecção de Sinal Psicológico , Crime
18.
Mem Cognit ; 51(1): 160-174, 2023 01.
Artigo em Inglês | MEDLINE | ID: mdl-35984624

RESUMO

Recently, it has been suggested that the mnemonic information that underlies recognition decisions changes when participants are asked to indicate whether a test stimulus is new rather than old (Brainerd et al., 2021, Journal of Experimental Psychology: Learning Memory, and Cognition, advance online publication). However, some observations that have been interpreted as evidence for this assertion need not be due to mnemonic changes, but may instead be the result of conservative response strategies if the possibility of asymmetric receiver operating characteristics (ROCs) is taken into account. Conversely, recent findings in support of asymmetric ROCs rely on the assumption that the mnemonic information accessed by the decision-maker does not depend on whether an old or a new item is considered to be the target Kellen et al. (2021, Psychological Review 128[6], 1022-1050). Here, we aim to clarify whether there is such a difference in accessibility of mnemonic information by applying signal detection theory. To this end, we used two versions of a simultaneous detection and identification task in which we presented participants with two test stimuli at a time. In one version, the old item was the target; in the other, the new item was the target. This allowed us to assess differences in mnemonic information retrieved in the two tasks while taking possible ROC asymmetry into account. Results clearly indicate that there is indeed a difference in the accessibility of mnemonic information as postulated by (Brainerd et al., 2021, Journal of Experimental Psychology: Learning Memory, and Cognition, advance online publication).


Assuntos
Memória , Detecção de Sinal Psicológico , Humanos , Reconhecimento Psicológico/fisiologia , Cognição , Curva ROC
19.
J Exp Psychol Anim Learn Cogn ; 48(3): 190-202, 2022 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-35878081

RESUMO

In a signal detection theory approach to associative learning, the perceived (i.e., subjective) contingency between a cue and an outcome is a random variable drawn from a Gaussian distribution. At the end of the sequence, participants report a positive cue-outcome contingency provided the subjective contingency is above some threshold. Some researchers have suggested that the mean of the subjective contingency distributions and the threshold are controlled by different variables. The present data provide empirical support for this claim. In three experiments, participants were exposed to rapid streams of trials at the end of which they had to indicate whether a target outcome O1 was more likely following a target cue X. Interfering treatments were incorporated in some streams to impend participants' ability to identify the objective X-O1 contingency: interference trials (X was paired with an irrelevant outcome O2), nonreinforced trials (X was presented alone), plus control trials (an irrelevant cue W was paired with O2). Overall, both interference and nonreinforced trials impaired participants' sensitivity to the contingencies as measured by signal detection theory's d', but they also enhanced detection of positive contingencies through a cue density effect, with nonreinforced trials being more susceptible to this effect than interference trials. These results are explicable if one assumes interference and nonreinforced trials impact the mean of the associative strength distribution, while the cue density influences the threshold. (PsycInfo Database Record (c) 2022 APA, all rights reserved).


Assuntos
Aprendizagem por Associação , Sinais (Psicologia) , Viés , Condicionamento Clássico , Humanos , Detecção de Sinal Psicológico
20.
J Exp Psychol Learn Mem Cogn ; 48(12): 1923-1946, 2022 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-35737545

RESUMO

An analysis of the covariance and mean structure of signal detection measures for assessing recognition performance was conducted using data from ratings and repeated k-alternative forced choices (k-AFC). Measures were parameters of the unequal variance signal detection (UVSDT) and dual process signal detection (DPSDT) model and functions thereof, as well as area measures computed from the empirical receiver operating characteristic (ROC) curve. General sensitivity measures computed from UVSDT model parameters revealed reliabilities of about .70 based on 120 test trials. Doubling the number of test trials did not result in a substantial increase of reliability. Halving the number of test trials reduced the reliabilities to about .60. General sensitivity measures based on estimated parameters of the SDT models were slightly more favorable to measures based on the empirical ROC curve. General sensitivity measures resulting from different tasks exhibited similar reliabilities yet differed in size, with the measures from repeated k-AFC tasks being lower than those from the rating tasks. Considering the first selection of the k-AFC tasks only, assuming equal variance of the old and new familiarity distribution, resulted in sensitivity measures of similar size and reliability as those resulting from the rating tasks. Measures d' (familiarity-based sensitivity) and ρ (recollection probability) of the DPSDT model revealed reliabilities that were, in general, inacceptable low. This was particularly pronounced for the measures from the k-AFC tasks. The joint analysis of d' and ρ of the DPSDT model revealed that both measure the same latent construct. (PsycInfo Database Record (c) 2023 APA, all rights reserved).


Assuntos
Reconhecimento Psicológico , Detecção de Sinal Psicológico , Humanos , Psicometria , Reprodutibilidade dos Testes , Curva ROC
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