{
 "ok": true,
 "source_id": "src_wang_2026",
 "depth": 1,
 "corpus_version": "corpus-2026-10-19",
 "pmid": "42743601",
 "doi": "10.1016/j.psychres.2026.117459",
 "pubmed_indexed": true,
 "scientific_evidence": {
 "direct_cite": [],
 "bib_coupling": [
 {
 "target_id": "src_fan_2026",
 "target_title": "A Meta-Analysis of the Acceptance of Artificial Intelligence in Psychotherapy",
 "target_year": 2026,
 "target_journal": "Behavioral Sciences (Basel)",
 "target_doi": "10.3390/bs16091552",
 "target_pmid": "42792352",
 "type": "bib_coupling",
 "strength": 0.0362,
 "n": 5,
 "status": "computed",
 "evidence": {
 "method": "shared_references_jaccard",
 "shared_references_count": 5,
 "total_union_references": 138,
 "shared_sample": [
 "https://openalex.org/W3118615836",
 "https://openalex.org/W4229082340",
 "https://openalex.org/W2623779865",
 "https://openalex.org/W4205208574",
 "https://openalex.org/W4286776471"
 ],
 "corpus_version": "corpus-2026-10-19",
 "min_support": 2
 }
 },
 {
 "target_id": "src_yip_2026_review",
 "target_title": "Efficacy of AI-delivered cognitive behavioral therapy interventions for anxiety and depressive symptoms: a systematic review",
 "target_year": 2026,
 "target_journal": "npj Digital Medicine",
 "target_doi": "10.1038/s41746-026-02744-w",
 "target_pmid": "42215626",
 "type": "bib_coupling",
 "strength": 0.0345,
 "n": 5,
 "status": "computed",
 "evidence": {
 "method": "shared_references_jaccard",
 "shared_references_count": 5,
 "total_union_references": 145,
 "shared_sample": [
 "https://openalex.org/W4206687394",
 "https://openalex.org/W3118615836",
 "https://openalex.org/W4377565325",
 "https://openalex.org/W4229082340",
 "https://openalex.org/W4286776471"
 ],
 "corpus_version": "corpus-2026-10-19",
 "min_support": 2
 }
 },
 {
 "target_id": "src_finnes_2026",
 "target_title": "Work-focused cognitive behavioural therapy for common mental disorders: a systematic review and meta-analysis",
 "target_year": 2026,
 "target_journal": "BMC Psychology",
 "target_doi": "10.1186/s40359-026-05648-2",
 "target_pmid": "42773485",
 "type": "bib_coupling",
 "strength": 0.0319,
 "n": 6,
 "status": "computed",
 "evidence": {
 "method": "shared_references_jaccard",
 "shared_references_count": 6,
 "total_union_references": 188,
 "shared_sample": [
 "https://openalex.org/W2157823046",
 "https://openalex.org/W2006103193",
 "https://openalex.org/W3118615836",
 "https://openalex.org/W2039842580",
 "https://openalex.org/W2119605658",
 "https://openalex.org/W2139168999"
 ],
 "corpus_version": "corpus-2026-10-19",
 "min_support": 2
 }
 },
 {
 "target_id": "src_lwl_new_38",
 "target_title": "The relationship between meaning in life and subjective well-being: A three-level meta-analysis",
 "target_year": 2021,
 "target_journal": "Journal of Happiness Studies",
 "target_doi": "10.1007/s10902-020-00230-y",
 "target_pmid": null,
 "type": "bib_coupling",
 "strength": 0.0305,
 "n": 5,
 "status": "computed",
 "evidence": {
 "method": "shared_references_jaccard",
 "shared_references_count": 5,
 "total_union_references": 164,
 "shared_sample": [
 "https://openalex.org/W2525696540",
 "https://openalex.org/W2157823046",
 "https://openalex.org/W2122962297",
 "https://openalex.org/W2532414435",
 "https://openalex.org/W2139168999"
 ],
 "corpus_version": "corpus-2026-10-19",
 "min_support": 2
 }
 },
 {
 "target_id": "src_41618843",
 "target_title": "Interpersonal Outcomes of Complex Post-Traumatic Stress Disorder and Borderline Personality Disorder: A Systematic Review and Meta-Analysis.",
 "target_year": 2026,
 "target_journal": "Trauma, violence & abuse",
 "target_doi": "10.1177/15248380251409825",
 "target_pmid": "41618843",
 "type": "bib_coupling",
 "strength": 0.0299,
 "n": 5,
 "status": "computed",
 "evidence": {
 "method": "shared_references_jaccard",
 "shared_references_count": 5,
 "total_union_references": 167,
 "shared_sample": [
 "https://openalex.org/W3043790905",
 "https://openalex.org/W2157823046",
 "https://openalex.org/W3118615836",
 "https://openalex.org/W2532414435",
 "https://openalex.org/W2139168999"
 ],
 "corpus_version": "corpus-2026-10-19",
 "min_support": 2
 }
 },
 {
 "target_id": "SRC-ACT-2026-08",
 "target_title": "Randomized controlled evidence of the efficacy of acceptance and commitment therapy: A systematic review and meta-analysis",
 "target_year": 2026,
 "target_journal": "Clinical Psychology Review",
 "target_doi": "10.1016/j.cpr.2026.102786",
 "target_pmid": "42526063",
 "type": "bib_coupling",
 "strength": 0.0214,
 "n": 4,
 "status": "computed",
 "evidence": {
 "method": "shared_references_jaccard",
 "shared_references_count": 4,
 "total_union_references": 187,
 "shared_sample": [
 "https://openalex.org/W2125435699",
 "https://openalex.org/W2139168999",
 "https://openalex.org/W2157823046",
 "https://openalex.org/W4294214983"
 ],
 "corpus_version": "corpus-2026-10-19",
 "min_support": 2
 }
 },
 {
 "target_id": "src_accepts_new_27",
 "target_title": "Meta-analysis of randomized controlled trials examining social comparison as a behaviour change technique across the behavioural sciences",
 "target_year": 2025,
 "target_journal": "Nature Human Behaviour",
 "target_doi": "10.1038/s41562-025-02209-2",
 "target_pmid": null,
 "type": "bib_coupling",
 "strength": 0.0202,
 "n": 5,
 "status": "computed",
 "evidence": {
 "method": "shared_references_jaccard",
 "shared_references_count": 5,
 "total_union_references": 247,
 "shared_sample": [
 "https://openalex.org/W2157823046",
 "https://openalex.org/W3118615836",
 "https://openalex.org/W2098923148",
 "https://openalex.org/W2119605658",
 "https://openalex.org/W2139168999"
 ],
 "corpus_version": "corpus-2026-10-19",
 "min_support": 2
 }
 },
 {
 "target_id": "src_fonseca_2026",
 "target_title": "A multicenter randomized controlled effectiveness trial of transdiagnostic treatment for adolescents with subthreshold anxiety and depressive symptoms",
 "target_year": 2026,
 "target_journal": "Psychological Medicine",
 "target_doi": "10.1017/s0033291726105443",
 "target_pmid": "42695201",
 "type": "bib_coupling",
 "strength": 0.0199,
 "n": 3,
 "status": "computed",
 "evidence": {
 "method": "shared_references_jaccard",
 "shared_references_count": 3,
 "total_union_references": 151,
 "shared_sample": [
 "https://openalex.org/W2525696540",
 "https://openalex.org/W4390918459",
 "https://openalex.org/W4205208574"
 ],
 "corpus_version": "corpus-2026-10-19",
 "min_support": 2
 }
 },
 {
 "target_id": "src_stop_torok_2022_lifebuoy",
 "target_title": "The effect of a therapeutic smartphone application on suicidal ideation in young adults: Findings from a randomized controlled trial in Australia",
 "target_year": 2022,
 "target_journal": "PLOS Medicine",
 "target_doi": "10.1371/journal.pmed.1003978",
 "target_pmid": "35639672",
 "type": "bib_coupling",
 "strength": 0.0197,
 "n": 3,
 "status": "computed",
 "evidence": {
 "method": "shared_references_jaccard",
 "shared_references_count": 3,
 "total_union_references": 152,
 "shared_sample": [
 "https://openalex.org/W2002817157",
 "https://openalex.org/W2154690800",
 "https://openalex.org/W2760160110"
 ],
 "corpus_version": "corpus-2026-10-19",
 "min_support": 2
 }
 },
 {
 "target_id": "src_kuhlmeier_2026",
 "target_title": "Large Language Model-Based Behavioral Activation Chatbot for Young People With Depression Using Artificial Users and Clinical Experts: Mixed Methods Evaluation",
 "target_year": 2026,
 "target_journal": "JMIR Mental Health",
 "target_doi": "10.2196/94781",
 "target_pmid": "42679232",
 "type": "bib_coupling",
 "strength": 0.0194,
 "n": 3,
 "status": "computed",
 "evidence": {
 "method": "shared_references_jaccard",
 "shared_references_count": 3,
 "total_union_references": 155,
 "shared_sample": [
 "https://openalex.org/W2623779865",
 "https://openalex.org/W2895995041",
 "https://openalex.org/W3128534511"
 ],
 "corpus_version": "corpus-2026-10-19",
 "min_support": 2
 }
 }
 ],
 "cocitation": [],
 "text_similarity": []
 },
 "nodes": [
 {
 "id": "src_wang_2026",
 "type": "publication",
 "label": "The effects of artificial intelligence-base…",
 "full_label": "The effects of artificial intelligence-based chatbots on mental health: A systematic review and three-level meta-analysis",
 "external_id": "PMID:42743601",
 "origin": "local_catalog",
 "status": "approved",
 "url": "/bibliografia/source.php?id=src_wang_2026"
 },
 {
 "id": "journal:psychiatry-research",
 "type": "journal",
 "label": "Psychiatry Research",
 "full_label": "Psychiatry Research",
 "external_id": "0165-1781",
 "origin": "pubmed_meta",
 "status": "approved",
 "url": "/bibliografia/journal.php?name=Psychiatry%20Research"
 },
 {
 "id": "author:qiyi-wang",
 "type": "author",
 "label": "Qiyi Wang",
 "full_label": "Qiyi Wang",
 "external_id": null,
 "origin": "pubmed_meta",
 "status": "approved",
 "url": "/bibliografia/author.php?slug=qiyi-wang"
 },
 {
 "id": "author:jiale-zhong",
 "type": "author",
 "label": "Jiale Zhong",
 "full_label": "Jiale Zhong",
 "external_id": null,
 "origin": "pubmed_meta",
 "status": "approved",
 "url": "/bibliografia/author.php?slug=jiale-zhong"
 },
 {
 "id": "author:kai-qi",
 "type": "author",
 "label": "Kai Qi",
 "full_label": "Kai Qi",
 "external_id": null,
 "origin": "pubmed_meta",
 "status": "approved",
 "url": "/bibliografia/author.php?slug=kai-qi"
 },
 {
 "id": "author:hanshuo-bao",
 "type": "author",
 "label": "Hanshuo Bao",
 "full_label": "Hanshuo Bao",
 "external_id": null,
 "origin": "pubmed_meta",
 "status": "approved",
 "url": "/bibliografia/author.php?slug=hanshuo-bao"
 },
 {
 "id": "author:yang-wang",
 "type": "author",
 "label": "Yang Wang",
 "full_label": "Yang Wang",
 "external_id": null,
 "origin": "pubmed_meta",
 "status": "approved",
 "url": "/bibliografia/author.php?slug=yang-wang"
 },
 {
 "id": "author:shuai-guo",
 "type": "author",
 "label": "Shuai Guo",
 "full_label": "Shuai Guo",
 "external_id": null,
 "origin": "pubmed_meta",
 "status": "approved",
 "url": "/bibliografia/author.php?slug=shuai-guo"
 },
 {
 "id": "author:aiguo-chen",
 "type": "author",
 "label": "Aiguo Chen",
 "full_label": "Aiguo Chen",
 "external_id": null,
 "origin": "pubmed_meta",
 "status": "approved",
 "url": "/bibliografia/author.php?slug=aiguo-chen"
 },
 {
 "id": "mesh:D006801",
 "type": "mesh",
 "label": "Humans",
 "full_label": "Humans [D006801] (MeSH)",
 "external_id": "D006801",
 "origin": "pubmed_mesh",
 "status": "approved",
 "url": "/bibliografia/index.php?q=Humans#results"
 },
 {
 "id": "mesh:D001185",
 "type": "mesh",
 "label": "Artificial Intelligence",
 "full_label": "Artificial Intelligence [D001185] (Główny temat MeSH)",
 "external_id": "D001185",
 "origin": "pubmed_mesh",
 "status": "approved",
 "url": "/bibliografia/index.php?q=Artificial%20Intelligence#results"
 },
 {
 "id": "mesh:D001523",
 "type": "mesh",
 "label": "Mental Disorders",
 "full_label": "Mental Disorders [D001523] (Główny temat MeSH)",
 "external_id": "D001523",
 "origin": "pubmed_mesh",
 "status": "approved",
 "url": "/bibliografia/index.php?q=Mental%20Disorders#results"
 },
 {
 "id": "mesh:D008603",
 "type": "mesh",
 "label": "Mental Health",
 "full_label": "Mental Health [D008603] (Główny temat MeSH)",
 "external_id": "D008603",
 "origin": "pubmed_mesh",
 "status": "approved",
 "url": "/bibliografia/index.php?q=Mental%20Health#results"
 },
 {
 "id": "keyword:ai-based-chatbots",
 "type": "keyword",
 "label": "AI-based chatbots",
 "full_label": "AI-based chatbots (Słowo kluczowe autora w PubMed)",
 "external_id": null,
 "origin": "pubmed_author_keyword",
 "status": "approved",
 "url": "/bibliografia/index.php?q=AI-based%20chatbots#results"
 },
 {
 "id": "keyword:conversational-agents",
 "type": "keyword",
 "label": "Conversational agents",
 "full_label": "Conversational agents (Słowo kluczowe autora w PubMed)",
 "external_id": null,
 "origin": "pubmed_author_keyword",
 "status": "approved",
 "url": "/bibliografia/index.php?q=Conversational%20agents#results"
 },
 {
 "id": "keyword:digital-mental-health-interventions",
 "type": "keyword",
 "label": "Digital mental health interventio…",
 "full_label": "Digital mental health interventions (Słowo kluczowe autora w PubMed)",
 "external_id": null,
 "origin": "pubmed_author_keyword",
 "status": "approved",
 "url": "/bibliografia/index.php?q=Digital%20mental%20health%20interventions#results"
 },
 {
 "id": "keyword:mental-health",
 "type": "keyword",
 "label": "Mental health",
 "full_label": "Mental health (Słowo kluczowe autora w PubMed)",
 "external_id": null,
 "origin": "pubmed_author_keyword",
 "status": "approved",
 "url": "/bibliografia/index.php?q=Mental%20health#results"
 },
 {
 "id": "similar:src_lipiec_2026_27",
 "type": "similar",
 "label": "Universal digital mental health i…",
 "full_label": "Universal digital mental health interventions for children and youth: a systematic review and meta-analysis (Podobieństwo: 54%)",
 "external_id": "src_lipiec_2026_27",
 "origin": "local_hybrid_similarity",
 "status": "candidate",
 "url": "/bibliografia/source.php?id=src_lipiec_2026_27"
 },
 {
 "id": "similar:src_hang_2026",
 "type": "similar",
 "label": "The effectiveness of CBT-based NL…",
 "full_label": "The effectiveness of CBT-based NLP-enabled AI conversational agents for mental health intervention: a systematic review and meta-analysis (Podobieństwo: 52%)",
 "external_id": "src_hang_2026",
 "origin": "local_hybrid_similarity",
 "status": "candidate",
 "url": "/bibliografia/source.php?id=src_hang_2026"
 },
 {
 "id": "similar:src_ismail_2026",
 "type": "similar",
 "label": "Implementation Determinants for A…",
 "full_label": "Implementation Determinants for AI-Enabled Digital Mental Health Interventions Across Asian Mental Health Systems: A Scoping Review Using the Donabedian Model (Podobieństwo: 43%)",
 "external_id": "src_ismail_2026",
 "origin": "local_hybrid_similarity",
 "status": "candidate",
 "url": "/bibliografia/source.php?id=src_ismail_2026"
 }
 ],
 "links": [
 {
 "source": "src_wang_2026",
 "target": "journal:psychiatry-research",
 "relation": "published_in",
 "weight": 1,
 "origin": "pubmed_meta",
 "status": "approved"
 },
 {
 "source": "author:qiyi-wang",
 "target": "src_wang_2026",
 "relation": "author_of",
 "weight": 1,
 "origin": "pubmed_meta",
 "status": "approved",
 "position": 1
 },
 {
 "source": "author:jiale-zhong",
 "target": "src_wang_2026",
 "relation": "author_of",
 "weight": 1,
 "origin": "pubmed_meta",
 "status": "approved",
 "position": 2
 },
 {
 "source": "author:kai-qi",
 "target": "src_wang_2026",
 "relation": "author_of",
 "weight": 1,
 "origin": "pubmed_meta",
 "status": "approved",
 "position": 3
 },
 {
 "source": "author:hanshuo-bao",
 "target": "src_wang_2026",
 "relation": "author_of",
 "weight": 1,
 "origin": "pubmed_meta",
 "status": "approved",
 "position": 4
 },
 {
 "source": "author:yang-wang",
 "target": "src_wang_2026",
 "relation": "author_of",
 "weight": 1,
 "origin": "pubmed_meta",
 "status": "approved",
 "position": 5
 },
 {
 "source": "author:shuai-guo",
 "target": "src_wang_2026",
 "relation": "author_of",
 "weight": 1,
 "origin": "pubmed_meta",
 "status": "approved",
 "position": 6
 },
 {
 "source": "author:aiguo-chen",
 "target": "src_wang_2026",
 "relation": "author_of",
 "weight": 1,
 "origin": "pubmed_meta",
 "status": "approved",
 "position": 7
 },
 {
 "source": "src_wang_2026",
 "target": "mesh:D006801",
 "relation": "about_mesh",
 "weight": 0.55,
 "origin": "pubmed_mesh",
 "status": "approved"
 },
 {
 "source": "src_wang_2026",
 "target": "mesh:D001185",
 "relation": "about_mesh",
 "weight": 1,
 "origin": "pubmed_mesh",
 "status": "approved"
 },
 {
 "source": "src_wang_2026",
 "target": "mesh:D001523",
 "relation": "about_mesh",
 "weight": 1,
 "origin": "pubmed_mesh",
 "status": "approved"
 },
 {
 "source": "src_wang_2026",
 "target": "mesh:D008603",
 "relation": "about_mesh",
 "weight": 1,
 "origin": "pubmed_mesh",
 "status": "approved"
 },
 {
 "source": "src_wang_2026",
 "target": "keyword:ai-based-chatbots",
 "relation": "about_keyword",
 "weight": 0.75,
 "origin": "pubmed_author_keyword",
 "status": "approved"
 },
 {
 "source": "src_wang_2026",
 "target": "keyword:conversational-agents",
 "relation": "about_keyword",
 "weight": 0.75,
 "origin": "pubmed_author_keyword",
 "status": "approved"
 },
 {
 "source": "src_wang_2026",
 "target": "keyword:digital-mental-health-interventions",
 "relation": "about_keyword",
 "weight": 0.75,
 "origin": "pubmed_author_keyword",
 "status": "approved"
 },
 {
 "source": "src_wang_2026",
 "target": "keyword:mental-health",
 "relation": "about_keyword",
 "weight": 0.75,
 "origin": "pubmed_author_keyword",
 "status": "approved"
 },
 {
 "source": "src_wang_2026",
 "target": "similar:src_lipiec_2026_27",
 "relation": "similar_to",
 "weight": 0.541,
 "origin": "local_hybrid_similarity",
 "status": "candidate"
 },
 {
 "source": "src_wang_2026",
 "target": "similar:src_hang_2026",
 "relation": "similar_to",
 "weight": 0.519,
 "origin": "local_hybrid_similarity",
 "status": "candidate"
 },
 {
 "source": "src_wang_2026",
 "target": "similar:src_ismail_2026",
 "relation": "similar_to",
 "weight": 0.433,
 "origin": "local_hybrid_similarity",
 "status": "candidate"
 }
 ],
 "mesh_descriptors": [
 {
 "id": "mesh:D006801",
 "ui": "D006801",
 "name": "Humans",
 "major": false,
 "qualifiers": [],
 "origin": "pubmed_mesh",
 "status": "approved",
 "weight": 0.55
 },
 {
 "id": "mesh:D001185",
 "ui": "D001185",
 "name": "Artificial Intelligence",
 "major": true,
 "qualifiers": [],
 "origin": "pubmed_mesh",
 "status": "approved",
 "weight": 1
 },
 {
 "id": "mesh:D001523",
 "ui": "D001523",
 "name": "Mental Disorders",
 "major": true,
 "qualifiers": [
 "therapy"
 ],
 "origin": "pubmed_mesh",
 "status": "approved",
 "weight": 1
 },
 {
 "id": "mesh:D008603",
 "ui": "D008603",
 "name": "Mental Health",
 "major": true,
 "qualifiers": [],
 "origin": "pubmed_mesh",
 "status": "approved",
 "weight": 1
 }
 ],
 "author_keywords": [
 {
 "id": "keyword:ai-based-chatbots",
 "label": "AI-based chatbots",
 "origin": "pubmed_author_keyword",
 "status": "approved",
 "weight": 0.75
 },
 {
 "id": "keyword:conversational-agents",
 "label": "Conversational agents",
 "origin": "pubmed_author_keyword",
 "status": "approved",
 "weight": 0.75
 },
 {
 "id": "keyword:digital-mental-health-interventions",
 "label": "Digital mental health interventions",
 "origin": "pubmed_author_keyword",
 "status": "approved",
 "weight": 0.75
 },
 {
 "id": "keyword:mental-health",
 "label": "Mental health",
 "origin": "pubmed_author_keyword",
 "status": "approved",
 "weight": 0.75
 }
 ],
 "candidate_keywords": [
 {
 "phrase": "mental health",
 "score": 15.95,
 "in_title": true,
 "origin": "derived_tfidf_ngram",
 "status": "candidate"
 },
 {
 "phrase": "mental",
 "score": 11,
 "in_title": true,
 "origin": "derived_tfidf_ngram",
 "status": "candidate"
 },
 {
 "phrase": "health",
 "score": 11,
 "in_title": true,
 "origin": "derived_tfidf_ngram",
 "status": "candidate"
 },
 {
 "phrase": "effects",
 "score": 6.6,
 "in_title": true,
 "origin": "derived_tfidf_ngram",
 "status": "candidate"
 },
 {
 "phrase": "three-level",
 "score": 6.6,
 "in_title": true,
 "origin": "derived_tfidf_ngram",
 "status": "candidate"
 },
 {
 "phrase": "chatbot",
 "score": 6.6,
 "in_title": true,
 "origin": "derived_tfidf_ngram",
 "status": "candidate"
 },
 {
 "phrase": "systematic review",
 "score": 6.38,
 "in_title": true,
 "origin": "derived_tfidf_ngram",
 "status": "candidate"
 },
 {
 "phrase": "interventions",
 "score": 5,
 "in_title": false,
 "origin": "derived_tfidf_ngram",
 "status": "candidate"
 },
 {
 "phrase": "chatbots",
 "score": 4.4,
 "in_title": true,
 "origin": "derived_tfidf_ngram",
 "status": "candidate"
 },
 {
 "phrase": "systematic",
 "score": 4.4,
 "in_title": true,
 "origin": "derived_tfidf_ngram",
 "status": "candidate"
 },
 {
 "phrase": "review",
 "score": 4.4,
 "in_title": true,
 "origin": "derived_tfidf_ngram",
 "status": "candidate"
 },
 {
 "phrase": "meta-analysis",
 "score": 4.4,
 "in_title": true,
 "origin": "derived_tfidf_ngram",
 "status": "candidate"
 },
 {
 "phrase": "effect",
 "score": 4.4,
 "in_title": true,
 "origin": "derived_tfidf_ngram",
 "status": "candidate"
 },
 {
 "phrase": "ai-based chatbot",
 "score": 4.35,
 "in_title": false,
 "origin": "derived_tfidf_ngram",
 "status": "candidate"
 },
 {
 "phrase": "chatbot interventions",
 "score": 4.35,
 "in_title": false,
 "origin": "derived_tfidf_ngram",
 "status": "candidate"
 },
 {
 "phrase": "ai-based chatbot interventions",
 "score": 4.35,
 "in_title": false,
 "origin": "derived_tfidf_ngram",
 "status": "candidate"
 },
 {
 "phrase": "ai-based",
 "score": 4,
 "in_title": false,
 "origin": "derived_tfidf_ngram",
 "status": "candidate"
 },
 {
 "phrase": "artificial intelligence-based",
 "score": 3.19,
 "in_title": true,
 "origin": "derived_tfidf_ngram",
 "status": "candidate"
 }
 ],
 "hybrid_similar": [
 {
 "source_id": "src_lipiec_2026_27",
 "title": "Universal digital mental health interventions for children and youth: a systematic review and meta-analysis",
 "journal": "npj Digital Medicine",
 "year": "2026",
 "doi": "10.1038/s41746-026-03044-z",
 "pmid": "",
 "score": 0.541,
 "shared_terms": [
 "mental",
 "health",
 "systematic",
 "review",
 "meta"
 ],
 "same_journal": false,
 "shared_authors_count": 0,
 "reasons": [
 "wspólne pojęcia: mental health, digital mental health interventions",
 "wspólne terminy (8): mental, health, systematic, review"
 ],
 "origin": "local_hybrid_similarity",
 "status": "candidate"
 },
 {
 "source_id": "src_hang_2026",
 "title": "The effectiveness of CBT-based NLP-enabled AI conversational agents for mental health intervention: a systematic review and meta-analysis",
 "journal": "npj Digital Medicine",
 "year": "2026",
 "doi": "10.1038/s41746-026-02886-x",
 "pmid": "42286191",
 "score": 0.519,
 "shared_terms": [
 "based",
 "mental",
 "health",
 "systematic",
 "review"
 ],
 "same_journal": false,
 "shared_authors_count": 0,
 "reasons": [
 "wspólne pojęcia: mental health, conversational agents",
 "wspólne terminy (8): based, mental, health, systematic"
 ],
 "origin": "local_hybrid_similarity",
 "status": "candidate"
 },
 {
 "source_id": "src_ismail_2026",
 "title": "Implementation Determinants for AI-Enabled Digital Mental Health Interventions Across Asian Mental Health Systems: A Scoping Review Using the Donabedian Model",
 "journal": "Administration and Policy in Mental Health",
 "year": "2026",
 "doi": "10.1007/s10488-026-01524-8",
 "pmid": "42726366",
 "score": 0.433,
 "shared_terms": [
 "mental",
 "health",
 "review",
 "digital",
 "interventions"
 ],
 "same_journal": false,
 "shared_authors_count": 0,
 "reasons": [
 "wspólne pojęcia: mental health, digital mental health interventions",
 "wspólne terminy (6): mental, health, review, digital"
 ],
 "origin": "local_hybrid_similarity",
 "status": "candidate"
 },
 {
 "source_id": "src_sarika_2026",
 "title": "Systematic Review and Meta-Analysis of Self-Determination Theory-Based Interventions in Mental Health",
 "journal": "The Journal of Psychology",
 "year": "2026",
 "doi": "10.1080/00223980.2026.2731341",
 "pmid": "42763427",
 "score": 0.424,
 "shared_terms": [
 "based",
 "mental",
 "health",
 "systematic",
 "review"
 ],
 "same_journal": false,
 "shared_authors_count": 0,
 "reasons": [
 "wspólne pojęcia: mental health",
 "wspólne terminy (8): based, mental, health, systematic"
 ],
 "origin": "local_hybrid_similarity",
 "status": "candidate"
 },
 {
 "source_id": "src_qiu_2026",
 "title": "The Future of Artificial Intelligence and Emerging Technologies in Mental Health: Prospects, Challenges, and a Roadmap for Personalized Treatment",
 "journal": "Psychotherapy and Psychosomatics",
 "year": "2026",
 "doi": "10.1159/pps/aemag015",
 "pmid": "42758667",
 "score": 0.376,
 "shared_terms": [
 "artificial",
 "intelligence",
 "mental",
 "health"
 ],
 "same_journal": false,
 "shared_authors_count": 0,
 "reasons": [
 "wspólne pojęcia: artificial intelligence, mental health",
 "wspólne terminy (4): artificial, intelligence, mental, health"
 ],
 "origin": "local_hybrid_similarity",
 "status": "candidate"
 },
 {
 "source_id": "src_fan_2026",
 "title": "A Meta-Analysis of the Acceptance of Artificial Intelligence in Psychotherapy",
 "journal": "Behavioral Sciences (Basel)",
 "year": "2026",
 "doi": "10.3390/bs16091552",
 "pmid": "42792352",
 "score": 0.367,
 "shared_terms": [
 "artificial",
 "intelligence",
 "meta",
 "analysis"
 ],
 "same_journal": false,
 "shared_authors_count": 0,
 "reasons": [
 "wspólne pojęcia: artificial intelligence",
 "wspólne terminy (4): artificial, intelligence, meta, analysis"
 ],
 "origin": "local_hybrid_similarity",
 "status": "candidate"
 },
 {
 "source_id": "src_llm_mental_health_meta_2026",
 "title": "Generative Large Language Models in Mental Health Care Settings: Systematic Review and Meta-Analysis",
 "journal": "JMIR AI",
 "year": "2026",
 "doi": "10.2196/87730",
 "pmid": "42684205",
 "score": 0.367,
 "shared_terms": [
 "mental",
 "health",
 "systematic",
 "review",
 "meta"
 ],
 "same_journal": false,
 "shared_authors_count": 0,
 "reasons": [
 "wspólne pojęcia: mental health",
 "wspólne terminy (7): mental, health, systematic, review"
 ],
 "origin": "local_hybrid_similarity",
 "status": "candidate"
 },
 {
 "source_id": "src_lipiec_2026_17",
 "title": "Effectiveness of stepped versus usual care for mental health service delivery: a systematic review and meta-analysis",
 "journal": "International Journal of Mental Health Systems",
 "year": "2026",
 "doi": "10.1186/s13033-026-00717-w",
 "pmid": "42458571",
 "score": 0.35,
 "shared_terms": [
 "mental",
 "health",
 "systematic",
 "review",
 "meta"
 ],
 "same_journal": false,
 "shared_authors_count": 0,
 "reasons": [
 "wspólne pojęcia: mental health",
 "wspólne terminy (7): mental, health, systematic, review"
 ],
 "origin": "local_hybrid_similarity",
 "status": "candidate"
 },
 {
 "source_id": "src_tipp_donato_2026_pmr",
 "title": "Progressive muscle relaxation technique improves sleep quality and mental health: A systematic review and meta-analysis of randomized controlled trials",
 "journal": "Journal of Psychosomatic Research",
 "year": "2026",
 "doi": "10.1016/j.jpsychores.2026.112563",
 "pmid": "41633054",
 "score": 0.35,
 "shared_terms": [
 "mental",
 "health",
 "systematic",
 "review",
 "meta"
 ],
 "same_journal": false,
 "shared_authors_count": 0,
 "reasons": [
 "wspólne pojęcia: mental health",
 "wspólne terminy (7): mental, health, systematic, review"
 ],
 "origin": "local_hybrid_similarity",
 "status": "candidate"
 },
 {
 "source_id": "src_finnes_2026",
 "title": "Work-focused cognitive behavioural therapy for common mental disorders: a systematic review and meta-analysis",
 "journal": "BMC Psychology",
 "year": "2026",
 "doi": "10.1186/s40359-026-05648-2",
 "pmid": "42773485",
 "score": 0.331,
 "shared_terms": [
 "mental",
 "systematic",
 "review",
 "meta",
 "analysis"
 ],
 "same_journal": false,
 "shared_authors_count": 0,
 "reasons": [
 "wspólne pojęcia: mental disorders",
 "wspólne terminy (6): mental, systematic, review, meta"
 ],
 "origin": "local_hybrid_similarity",
 "status": "candidate"
 }
 ],
 "corpus_correlations": {
 "total_docs": 959,
 "pairs": []
 }
}