Abstract:
:The rapid embracing of artificial intelligence in psychiatry has a flavor of being the current "wild west"; a multidisciplinary approach that is very technical and complex, yet seems to produce findings that resonate. These studies are hard to review as the methods are often opaque and it is tricky to find the suitable combination of reviewers. This issue will only get more complex in the absence of a rigorous framework to evaluate such studies and thus nurture trustworthiness. Therefore, our paper discusses the urgency of the field to develop a framework with which to evaluate the complex methodology such that the process is done honestly, fairly, scientifically, and accurately. However, evaluation is a complicated process and so we focus on three issues, namely explainability, transparency, and generalizability, that are critical for establishing the viability of using artificial intelligence in psychiatry. We discuss how defining these three issues helps towards building a framework to ensure trustworthiness, but show how difficult definition can be, as the terms have different meanings in medicine, computer science, and law. We conclude that it is important to start the discussion such that there can be a call for policy on this and that the community takes extra care when reviewing clinical applications of such models..
journal_name
Schizophr Bulljournal_title
Schizophrenia bulletinauthors
Chandler C,Foltz PW,Elvevåg Bdoi
10.1093/schbul/sbz105subject
Has Abstractpub_date
2020-01-04 00:00:00pages
11-14issue
1eissn
0586-7614issn
1745-1701pii
5611057journal_volume
46pub_type
杂志文章abstract::This study examined the relation between maternal prepregnant body mass index (BMI) and development of schizophrenia and schizophrenia spectrum disorders in adult offspring from the Prenatal Determinants of Schizophrenia Study. The study drew on a previously studied cohort of births occurring between 1959 and 1967 to ...
journal_title:Schizophrenia bulletin
pub_type: 杂志文章
doi:10.1093/oxfordjournals.schbul.a033452
更新日期:2000-01-01 00:00:00
abstract::Patients with schizophrenia are severely impaired in crucial aspects of neurocognitive function. This impairment is the strongest clinical correlate of poor long-term outcome and adaptive dysfunction. Reports of neurocognitive enhancement with second generation antipsychotic medications have thus offered promise for i...
journal_title:Schizophrenia bulletin
pub_type: 杂志文章
doi:10.1093/oxfordjournals.schbul.a006990
更新日期:2003-01-01 00:00:00
abstract::The causal mechanism underlying the well-established relation between advancing paternal age and schizophrenia is hypothesized to involve mutational errors during spermatogenesis that occur with increasing frequency as males age. Point mutations are well known to increase with advancing paternal age while other errors...
journal_title:Schizophrenia bulletin
pub_type: 杂志文章,评审
doi:10.1093/schbul/sbm093
更新日期:2007-11-01 00:00:00
abstract::We studied schizophrenia spectrum disorders in Chernobyl accident survivors by analyzing Chernobyl exclusion zone (EZ) archives (1986-1997) and by conducting a psychophysiological examination of 100 patients with acute radiation sickness (ARS) and 100 workers of the Chernobyl EZ who had worked as "liquidators-voluntee...
journal_title:Schizophrenia bulletin
pub_type: 杂志文章
doi:10.1093/oxfordjournals.schbul.a033492
更新日期:2000-01-01 00:00:00
abstract:BACKGROUND:Adult patients having schizophrenia (SZ) or bipolar disorder (BP) may have in common neurocognitive deficits. Former evidence suggests impairments in several neuropsychological functions in young offspring at genetic risk for SZ or BP. Moreover, a dose-response relation may exist between the degree of famili...
journal_title:Schizophrenia bulletin
pub_type: 杂志文章
doi:10.1093/schbul/sbn058
更新日期:2009-09-01 00:00:00
abstract::The authors describe an easily administered scale being developed to assess the rejecting feelings of family respondents toward former mental patients who return to live with their families. Based upon a sample of 133 discharged mental patients and family members, the scale demonstrates a moderately high reliability (...
journal_title:Schizophrenia bulletin
pub_type: 杂志文章
doi:10.1093/schbul/5.2.220
更新日期:1979-01-01 00:00:00
abstract::The Seventh International Congress on Schizophrenia Research was held in Santa Fe, New Mexico, in April 1999. This was the largest Congress meeting to date, with almost 1,000 presentations that covered all aspects of schizophrenia research. This article provides an account of the Congress proceedings. Several research...
journal_title:Schizophrenia bulletin
pub_type:
doi:10.1093/oxfordjournals.schbul.a033462
更新日期:2000-01-01 00:00:00
abstract::Remitting illness such as affective or schizoaffective disorder is appropriately described by a vulnerability model. Clinical evidence is reviewed here to clarify the relationship between the affective-disorder-like and schizophrenia-like symptoms in a schizoaffective episode. A model is proposed which treats vulnerab...
journal_title:Schizophrenia bulletin
pub_type: 杂志文章
doi:10.1093/schbul/10.1.71
更新日期:1984-01-01 00:00:00
abstract::The author reviews a number of studies which have shown that the overall mortality among patients with schizophrenia is about twice that in the general population. The highest excess mortality is found in suicide and violent death, but there seems to be an increased mortality also in cardiovascular disorders. Whether ...
journal_title:Schizophrenia bulletin
pub_type: 杂志文章
doi:10.1093/schbul/15.1.81
更新日期:1989-01-01 00:00:00
abstract::This cross-sectional study examined the relationships between neurocognitive and social functioning in a sample of 80 outpatients with DSM-III-R schizophrenia. The neurocognitive battery included measures of verbal ability, verbal memory, visual memory, executive functioning, visual-spatial organization, vigilance, an...
journal_title:Schizophrenia bulletin
pub_type: 杂志文章
doi:10.1093/oxfordjournals.schbul.a033363
更新日期:1999-01-01 00:00:00
abstract::Endophenotypes represent intermediate phenotypes on the putative causal pathway from the genotype to the phenotype. They offer a potentially valuable strategy to examine the molecular etiopathology of complex behavioral phenotypes such as schizophrenia. Neurocognitive and neurophysiological impairments that suggest fu...
journal_title:Schizophrenia bulletin
pub_type: 杂志文章,评审
doi:10.1093/schbul/sbn017
更新日期:2008-07-01 00:00:00
abstract::We report an analysis of a large catchment area sample of patients with nonaffective functional psychoses presenting across all ages at onset. The male:female ratio was 1.56:1 in the 16-25-year age group; it reached unity around 30 years of age and declined to 0.38:1 in the 66-75-year group. Contrary to expectation, a...
journal_title:Schizophrenia bulletin
pub_type: 杂志文章,评审
doi:10.1093/schbul/19.4.691
更新日期:1993-01-01 00:00:00
abstract::We report a 25-year followup of a group of 50 children at genetic risk for schizophrenia (by virtue of having a parent with the disorder) and 50 matched controls. The children who eventually developed schizophrenia spectrum disorders, including schizophrenia, were identifiable by cognitive-psychophysiological, neuroin...
journal_title:Schizophrenia bulletin
pub_type: 杂志文章
doi:10.1093/schbul/21.2.227
更新日期:1995-01-01 00:00:00
abstract::This article examines the factors that influence antipsychotic use among youth treated in public inpatient facilities. By combining data from 11 focus groups, a survey of 43 researchers and clinicians, and a chart review of 100 closed patient charts, we investigated the interplay between physicians' and staff members'...
journal_title:Schizophrenia bulletin
pub_type: 杂志文章
doi:10.1093/oxfordjournals.schbul.a006913
更新日期:2002-01-01 00:00:00
abstract::Psychiatric research, including the search for predisposing genes, has tended to proceed under the assumptions that schizophrenia and bipolar disorder, as defined in Diagnostic and Statistical Manual of Mental Disorders, Fourth Edition, and International Statistical Classification of Diseases, 10th Revision, are discr...
journal_title:Schizophrenia bulletin
pub_type: 杂志文章,评审
doi:10.1093/schbul/sbm053
更新日期:2007-07-01 00:00:00
abstract::Changed synapse density has been suggested to be involved in the altered brain connectivity underlying schizophrenia (SCZ) pathology. However, postmortem studies addressing this topic are heterogeneous and it is not known whether changes are restricted to specific brain regions. Using meta-analysis, we systematically ...
journal_title:Schizophrenia bulletin
pub_type: 杂志文章
doi:10.1093/schbul/sbz060
更新日期:2020-02-26 00:00:00
abstract::The apparent neglect of neuropsychologic deficits in schizophrenia as the basis for therapeutic intervention, together with only isolated attempts at remediating them, probably reflect the nature of impairments, the functional significance of which is uncertain. A critique of the limitations inherent in the appealing ...
journal_title:Schizophrenia bulletin
pub_type: 杂志文章,评审
doi:10.1093/schbul/18.1.51
更新日期:1992-01-01 00:00:00
abstract::The dopamine hypothesis of schizophrenia is usually presented in a static, rather than dynamic fashion. We propose that increased dopaminergic activity may represent a stage of a dynamic schizophrenic process rather than its cause. Dopamine, as well as other neurotransmitters, responds in an adaptive fashion to stimul...
journal_title:Schizophrenia bulletin
pub_type: 杂志文章
doi:10.1093/schbul/9.3.325
更新日期:1983-01-01 00:00:00
abstract::Spatial working memory (WM) processing has 3 distinct phases: encoding, maintenance, and retrieval and its dysfunction is a core feature in schizophrenia. We examined phase-specific brain activations associated with spatial WM in first-degree relatives of schizophrenia (genetic high risk, GHR), ultra-high risk (UHR) s...
journal_title:Schizophrenia bulletin
pub_type: 杂志文章
doi:10.1093/schbul/sbr038
更新日期:2012-11-01 00:00:00
abstract::Although there is recent evidence that cells from the peripheral immune system can gain access to the central nervous system in certain conditions such as multiple sclerosis, their role has not been assessed in psychosis. Here, we aimed to explore whether blood cell count was associated with brain volume and/or clinic...
journal_title:Schizophrenia bulletin
pub_type: 杂志文章
doi:10.1093/schbul/sby113
更新日期:2019-06-18 00:00:00
abstract::The literature on schizophrenia has reported a trend toward higher concordance rates for females in both monozygotic and dizygotic same-sexed twins. The validity of this finding is open to question. Rosenthal (1961 and 1962) pointed out that females are more likely than males to become inhabitants of chronic wards. Mo...
journal_title:Schizophrenia bulletin
pub_type: 杂志文章
doi:10.1093/schbul/4.1.14
更新日期:1978-01-01 00:00:00
abstract::Cognitive deficits are a central and debilitating aspect of schizophrenia and other major mental illnesses. Although they are largely refractory to pharmacotherapy, multiple studies have now shown that large and lasting improvements in cognition can result from behavioral interventions. We will review our work over th...
journal_title:Schizophrenia bulletin
pub_type: 杂志文章,评审
doi:10.1093/schbul/sbi038
更新日期:2005-10-01 00:00:00
abstract:BACKGROUND:Executive control of attention in schizophrenia has recently been assessed by means of the Attention Network Test (ANT). In the past, for tasks assessing executive attention, findings in schizophrenia have been contradictory, among others suggesting a lack of increased stimulus interference effects. Attentio...
journal_title:Schizophrenia bulletin
pub_type: 杂志文章
doi:10.1093/schbul/sbm155
更新日期:2008-11-01 00:00:00
abstract::The multilevel control of eye movements for the researcher in the schizophrenic disease process includes the saccadic trajectory, the dual mode tracking system, and schematically directed eye movements in fixation, in scanpaths, and other looking strategies, and in reading. Coordination of eye movements with head move...
journal_title:Schizophrenia bulletin
pub_type: 杂志文章
doi:10.1093/schbul/9.1.55
更新日期:1983-01-01 00:00:00
abstract::Negative and positive symptoms were investigated in a sample of 72 young schizophrenic and depressed patients at followup approximately 1 1/2 years after hospital discharge. Flat affect, poverty of speech, and psychomotor retardation were included as negative symptoms, and delusions, hallucinations, and florid thought...
journal_title:Schizophrenia bulletin
pub_type: 杂志文章
doi:10.1093/schbul/10.3.371
更新日期:1984-01-01 00:00:00
abstract::This study examined the content of subscales within a multidimensional scale of self-reported schizotypy and their subsequent interrelationship by means of confirmatory factor analysis (CFA). Neither single-factor nor four-factor models provided good fits to the data; two-factor and three-factor models showed very goo...
journal_title:Schizophrenia bulletin
pub_type: 杂志文章
doi:10.1093/oxfordjournals.schbul.a033480
更新日期:2000-01-01 00:00:00
abstract::The dopamine hypothesis of schizophrenia implies that alterations in the dopamine system cause functional abnormalities in the brain that may converge to aberrant salience attribution and eventually lead to psychosis. Indeed, widespread brain disconnectivity across the psychotic spectrum has been revealed by resting-s...
journal_title:Schizophrenia bulletin
pub_type: 杂志文章,随机对照试验
doi:10.1093/schbul/sby079
更新日期:2019-04-25 00:00:00
abstract::Persistent negative symptoms represent an alternative approach for assessing negative symptoms in the context of clinical trials. Persistent negative symptoms are designed to capture those symptoms that lead to functional impairment but are currently understudied and for which there are no currently available effectiv...
journal_title:Schizophrenia bulletin
pub_type: 杂志文章,评审
doi:10.1093/schbul/sbl057
更新日期:2007-07-01 00:00:00
abstract::Depression frequently occurs in first-episode psychosis (FEP) and predicts longer-term negative outcomes. It is possible that this depression is seen primarily in a distinct subgroup, which if identified could allow targeted treatments. We hypothesize that patients with recent-onset psychosis (ROP) and comorbid depres...
journal_title:Schizophrenia bulletin
pub_type: 杂志文章
doi:10.1093/schbul/sbaa094
更新日期:2021-01-23 00:00:00
abstract::Standardized recovery criteria go beyond symptom remission and put special emphasis on personal and social functioning in residence, work, and leisure. Against this background, evidence-based integrated approaches combining cognitive remediation with social skills therapy show promise for improving functional recovery...
journal_title:Schizophrenia bulletin
pub_type: 杂志文章,meta分析,评审
doi:10.1093/schbul/sbr072
更新日期:2011-09-01 00:00:00