ELIZA

return kwic search for through out of >500 occurrences
437431 occurrences (No.38 in the rank) during 5 years in the PubMed. [cache]

304) Overall, the current applications of ML in psychotherapy research demonstrated a range of possible benefits for indications of treatment process, adherence, therapist skills and treatment response prediction, as well as ways to accelerate research through automated behavioral or linguistic process coding.

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PMID:32862761 DOI:10.1080/10503307.2020.1808729

2021 Psychotherapy research : journal of the Society for Psychotherapy Research

* A scoping review of machine learning in psychotherapy research.

- Machine learning (ML) offers robust statistical and probabilistic techniques that can help to make sense of large amounts of data. This scoping review paper aims to broadly explore the nature of research activity using ML in the context of psychological talk therapies, highlighting the scope of current methods and considerations for clinical practice and directions for future research. Using a systematic search methodology, fifty-one studies were identified. A narrative synthesis indicates two types of studies, those who developed and tested an ML model (k=44), and those who reported on the feasibility of a particular treatment tool that uses an ML algorithm (k=7). Most model development studies used supervised learning techniques to classify or predict labeled treatment process or outcome data, whereas others used unsupervised techniques to identify clusters in the unlabeled patient or treatment data. Overall, the current applications of ML in psychotherapy research demonstrated a range of possible benefits for indications of treatment process, adherence, therapist skills and treatment response prediction, as well as ways to accelerate research through automated behavioral or linguistic process coding. Given the novelty and potential of this research field, these proof-of-concept studies are encouraging, however, do not necessarily translate to improved clinical practice (yet).

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[frequency of next (right) word to through]

(1)82 the	(13)3 discussion	(25)2 Google	(37)2 improving
(2)42 a	(14)3 food	(26)2 MEDLINE,	(38)2 induction
(3)8 an	(15)3 information	(27)2 Medline,	(39)2 lipid
(4)8 this	(16)3 inhibition	(28)2 PubMed	(40)2 multiple
(5)7 which	(17)3 its	(29)2 PubMed,	(41)2 nutrition
(6)6 resolution	(18)3 modulation	(30)2 abutment	(42)2 providing
(7)4 October	(19)3 searches	(31)2 analysis	(43)2 reference
(8)4 different	(20)3 several	(32)2 assessment	(44)2 semi-structured
(9)4 various	(21)3 their	(33)2 binding	(45)2 simulation
(10)3 January	(22)3 these	(34)2 dual	(46)2 specific
(11)3 July	(23)2 April	(35)2 gap	(47)2 thematic
(12)3 both	(24)2 August	(36)2 genetic

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--- WordNet output for through --- =>直通の, のために, の間じゅう, 終わって, を貫いて, の中を通って, のいたるところに, を通じて Overview of adj through The adj through has 2 senses (first 1 from tagged texts) 1. (4) done, through, through with -- (having finished or arrived at completion; "certain to make history before he's done"; "it's a done deed"; "after the treatment, the patient is through except for follow-up"; "almost through with his studies") 2. through -- ((of a route or journey etc.) continuing without requiring stops or changes; "a through street"; "a through bus"; "through traffic") Overview of adv through The adv through has 5 senses (first 3 from tagged texts) 1. (5) through -- (from beginning to end; "read this book through") 2. (2) through -- (over the whole distance; "this bus goes through to New York") 3. (1) through -- (to completion; "think this through very carefully!") 4. through -- (in diameter; "this cylinder measures 15 inches through") 5. through, through and through -- (throughout the entire extent; "got soaked through in the rain"; "I'm frozen through"; "a letter shot through with the writer's personality"; "knew him through and through"; "boards rotten through and through") --- WordNet end ---