{
 "ok": true,
 "source_id": "src_crossref_2026_2710330",
 "depth": 1,
 "corpus_version": "corpus-2026-10-19",
 "pmid": null,
 "doi": "10.1080/10503307.2026.2710330",
 "pubmed_indexed": false,
 "scientific_evidence": {
 "direct_cite": [],
 "bib_coupling": [],
 "cocitation": [],
 "text_similarity": []
 },
 "nodes": [
 {
 "id": "src_crossref_2026_2710330",
 "type": "publication",
 "label": "Predicting premature treatment termination…",
 "full_label": "Predicting premature treatment termination in inpatient psychotherapy: A machine learning approach",
 "external_id": "DOI:10.1080/10503307.2026.2710330",
 "origin": "local_catalog",
 "status": "approved",
 "url": "/bibliografia/source.php?id=src_crossref_2026_2710330"
 },
 {
 "id": "journal:psychotherapy-research",
 "type": "journal",
 "label": "Psychotherapy Research",
 "full_label": "Psychotherapy Research",
 "external_id": null,
 "origin": "local_catalog",
 "status": "approved",
 "url": "/bibliografia/journal.php?name=Psychotherapy%20Research"
 },
 {
 "id": "author:engstler",
 "type": "author",
 "label": "Engstler",
 "full_label": "Engstler",
 "external_id": null,
 "origin": "local_catalog",
 "status": "approved",
 "url": "/bibliografia/author.php?slug=engstler"
 },
 {
 "id": "author:lutz",
 "type": "author",
 "label": "Lutz",
 "full_label": "Lutz",
 "external_id": null,
 "origin": "local_catalog",
 "status": "approved",
 "url": "/bibliografia/author.php?slug=lutz"
 },
 {
 "id": "author:schwartz",
 "type": "author",
 "label": "Schwartz",
 "full_label": "Schwartz",
 "external_id": null,
 "origin": "local_catalog",
 "status": "approved",
 "url": "/bibliografia/author.php?slug=schwartz"
 },
 {
 "id": "author:jennissen",
 "type": "author",
 "label": "Jennissen",
 "full_label": "Jennissen",
 "external_id": null,
 "origin": "local_catalog",
 "status": "approved",
 "url": "/bibliografia/author.php?slug=jennissen"
 },
 {
 "id": "author:friederich",
 "type": "author",
 "label": "Friederich",
 "full_label": "Friederich",
 "external_id": null,
 "origin": "local_catalog",
 "status": "approved",
 "url": "/bibliografia/author.php?slug=friederich"
 },
 {
 "id": "author:dinger",
 "type": "author",
 "label": "Dinger",
 "full_label": "Dinger",
 "external_id": null,
 "origin": "local_catalog",
 "status": "approved",
 "url": "/bibliografia/author.php?slug=dinger"
 },
 {
 "id": "similar:src_crossref_2026_2721657",
 "type": "similar",
 "label": "Using machine learning to predict…",
 "full_label": "Using machine learning to predict long-term treatment outcomes in psychotherapy for personality disorders (Podobieństwo: 26%)",
 "external_id": "src_crossref_2026_2721657",
 "origin": "local_hybrid_similarity",
 "status": "candidate",
 "url": "/bibliografia/source.php?id=src_crossref_2026_2721657"
 },
 {
 "id": "similar:src_crossref_2026_2715402",
 "type": "similar",
 "label": "Prediction in routine care: a nat…",
 "full_label": "Prediction in routine care: a naturalistic comparison of clinicians and a machine learning model for patients receiving treatment for generalised anxiety disorder (Podobieństwo: 21%)",
 "external_id": "src_crossref_2026_2715402",
 "origin": "local_hybrid_similarity",
 "status": "candidate",
 "url": "/bibliografia/source.php?id=src_crossref_2026_2715402"
 },
 {
 "id": "similar:src_crossref_2026_2743616",
 "type": "similar",
 "label": "Assessing caregiver–adoles…",
 "full_label": "Assessing caregiver–adolescent agreement on internalizing symptoms as a predictor of treatment outcomes: A response surface approach (Podobieństwo: 17%)",
 "external_id": "src_crossref_2026_2743616",
 "origin": "local_hybrid_similarity",
 "status": "candidate",
 "url": "/bibliografia/source.php?id=src_crossref_2026_2743616"
 }
 ],
 "links": [
 {
 "source": "src_crossref_2026_2710330",
 "target": "journal:psychotherapy-research",
 "relation": "published_in",
 "weight": 1,
 "origin": "local_catalog",
 "status": "approved"
 },
 {
 "source": "author:engstler",
 "target": "src_crossref_2026_2710330",
 "relation": "author_of",
 "weight": 1,
 "origin": "local_catalog",
 "status": "approved",
 "position": 1
 },
 {
 "source": "author:lutz",
 "target": "src_crossref_2026_2710330",
 "relation": "author_of",
 "weight": 1,
 "origin": "local_catalog",
 "status": "approved",
 "position": 2
 },
 {
 "source": "author:schwartz",
 "target": "src_crossref_2026_2710330",
 "relation": "author_of",
 "weight": 1,
 "origin": "local_catalog",
 "status": "approved",
 "position": 3
 },
 {
 "source": "author:jennissen",
 "target": "src_crossref_2026_2710330",
 "relation": "author_of",
 "weight": 1,
 "origin": "local_catalog",
 "status": "approved",
 "position": 4
 },
 {
 "source": "author:friederich",
 "target": "src_crossref_2026_2710330",
 "relation": "author_of",
 "weight": 1,
 "origin": "local_catalog",
 "status": "approved",
 "position": 5
 },
 {
 "source": "author:dinger",
 "target": "src_crossref_2026_2710330",
 "relation": "author_of",
 "weight": 1,
 "origin": "local_catalog",
 "status": "approved",
 "position": 6
 },
 {
 "source": "src_crossref_2026_2710330",
 "target": "similar:src_crossref_2026_2721657",
 "relation": "similar_to",
 "weight": 0.257,
 "origin": "local_hybrid_similarity",
 "status": "candidate"
 },
 {
 "source": "src_crossref_2026_2710330",
 "target": "similar:src_crossref_2026_2715402",
 "relation": "similar_to",
 "weight": 0.211,
 "origin": "local_hybrid_similarity",
 "status": "candidate"
 },
 {
 "source": "src_crossref_2026_2710330",
 "target": "similar:src_crossref_2026_2743616",
 "relation": "similar_to",
 "weight": 0.166,
 "origin": "local_hybrid_similarity",
 "status": "candidate"
 }
 ],
 "mesh_descriptors": [],
 "author_keywords": [],
 "candidate_keywords": [
 {
 "phrase": "predicting premature",
 "score": 3.19,
 "in_title": true,
 "origin": "derived_tfidf_ngram",
 "status": "candidate"
 },
 {
 "phrase": "premature treatment",
 "score": 3.19,
 "in_title": true,
 "origin": "derived_tfidf_ngram",
 "status": "candidate"
 },
 {
 "phrase": "treatment termination",
 "score": 3.19,
 "in_title": true,
 "origin": "derived_tfidf_ngram",
 "status": "candidate"
 },
 {
 "phrase": "inpatient psychotherapy",
 "score": 3.19,
 "in_title": true,
 "origin": "derived_tfidf_ngram",
 "status": "candidate"
 },
 {
 "phrase": "machine learning",
 "score": 3.19,
 "in_title": true,
 "origin": "derived_tfidf_ngram",
 "status": "candidate"
 },
 {
 "phrase": "learning approach",
 "score": 3.19,
 "in_title": true,
 "origin": "derived_tfidf_ngram",
 "status": "candidate"
 },
 {
 "phrase": "predicting premature treatment",
 "score": 3.19,
 "in_title": true,
 "origin": "derived_tfidf_ngram",
 "status": "candidate"
 },
 {
 "phrase": "premature treatment termination",
 "score": 3.19,
 "in_title": true,
 "origin": "derived_tfidf_ngram",
 "status": "candidate"
 },
 {
 "phrase": "termination in inpatient",
 "score": 3.19,
 "in_title": true,
 "origin": "derived_tfidf_ngram",
 "status": "candidate"
 },
 {
 "phrase": "machine learning approach",
 "score": 3.19,
 "in_title": true,
 "origin": "derived_tfidf_ngram",
 "status": "candidate"
 },
 {
 "phrase": "predicting",
 "score": 2.2,
 "in_title": true,
 "origin": "derived_tfidf_ngram",
 "status": "candidate"
 },
 {
 "phrase": "premature",
 "score": 2.2,
 "in_title": true,
 "origin": "derived_tfidf_ngram",
 "status": "candidate"
 },
 {
 "phrase": "treatment",
 "score": 2.2,
 "in_title": true,
 "origin": "derived_tfidf_ngram",
 "status": "candidate"
 },
 {
 "phrase": "termination",
 "score": 2.2,
 "in_title": true,
 "origin": "derived_tfidf_ngram",
 "status": "candidate"
 },
 {
 "phrase": "inpatient",
 "score": 2.2,
 "in_title": true,
 "origin": "derived_tfidf_ngram",
 "status": "candidate"
 },
 {
 "phrase": "psychotherapy",
 "score": 2.2,
 "in_title": true,
 "origin": "derived_tfidf_ngram",
 "status": "candidate"
 },
 {
 "phrase": "machine",
 "score": 2.2,
 "in_title": true,
 "origin": "derived_tfidf_ngram",
 "status": "candidate"
 },
 {
 "phrase": "learning",
 "score": 2.2,
 "in_title": true,
 "origin": "derived_tfidf_ngram",
 "status": "candidate"
 }
 ],
 "hybrid_similar": [
 {
 "source_id": "src_crossref_2026_2721657",
 "title": "Using machine learning to predict long-term treatment outcomes in psychotherapy for personality disorders",
 "journal": "Psychotherapy Research",
 "year": "2026",
 "doi": "10.1080/10503307.2026.2721657",
 "pmid": "",
 "score": 0.257,
 "shared_terms": [
 "treatment",
 "psychotherapy",
 "machine",
 "learning"
 ],
 "same_journal": true,
 "shared_authors_count": 0,
 "reasons": [
 "wspólne terminy (4): treatment, psychotherapy, machine, learning",
 "to samo czasopismo (Psychotherapy Research)"
 ],
 "origin": "local_hybrid_similarity",
 "status": "candidate"
 },
 {
 "source_id": "src_crossref_2026_2715402",
 "title": "Prediction in routine care: a naturalistic comparison of clinicians and a machine learning model for patients receiving treatment for generalised anxiety disorder",
 "journal": "Psychotherapy Research",
 "year": "2026",
 "doi": "10.1080/10503307.2026.2715402",
 "pmid": "",
 "score": 0.211,
 "shared_terms": [
 "treatment",
 "machine",
 "learning"
 ],
 "same_journal": true,
 "shared_authors_count": 0,
 "reasons": [
 "wspólne terminy (3): treatment, machine, learning",
 "to samo czasopismo (Psychotherapy Research)"
 ],
 "origin": "local_hybrid_similarity",
 "status": "candidate"
 },
 {
 "source_id": "src_crossref_2026_2743616",
 "title": "Assessing caregiver–adolescent agreement on internalizing symptoms as a predictor of treatment outcomes: A response surface approach",
 "journal": "Psychotherapy Research",
 "year": "2026",
 "doi": "10.1080/10503307.2026.2743616",
 "pmid": "",
 "score": 0.166,
 "shared_terms": [
 "treatment",
 "approach"
 ],
 "same_journal": true,
 "shared_authors_count": 0,
 "reasons": [
 "wspólne terminy (2): treatment, approach",
 "to samo czasopismo (Psychotherapy Research)"
 ],
 "origin": "local_hybrid_similarity",
 "status": "candidate"
 },
 {
 "source_id": "src_41973815",
 "title": "Effectiveness and premature termination of inpatient dialectical behavior therapy for men and women with borderline personality disorder: A comparative study.",
 "journal": "Personality disorders",
 "year": "2026",
 "doi": "10.1037/per0000766",
 "pmid": "41973815",
 "score": 0.136,
 "shared_terms": [
 "premature",
 "termination",
 "inpatient"
 ],
 "same_journal": false,
 "shared_authors_count": 0,
 "reasons": [
 "wspólne terminy (3): premature, termination, inpatient"
 ],
 "origin": "local_hybrid_similarity",
 "status": "candidate"
 },
 {
 "source_id": "src_bpd_symptoms_new_24",
 "title": "Structural Features Related to Affective Instability Correctly Classify Patients With Borderline Personality Disorder. A Supervised Machine Learning Approach",
 "journal": "Frontiers in Psychiatry",
 "year": "2022",
 "doi": "10.3389/fpsyt.2022.804440",
 "pmid": "",
 "score": 0.136,
 "shared_terms": [
 "machine",
 "learning",
 "approach"
 ],
 "same_journal": false,
 "shared_authors_count": 0,
 "reasons": [
 "wspólne terminy (3): machine, learning, approach"
 ],
 "origin": "local_hybrid_similarity",
 "status": "candidate"
 },
 {
 "source_id": "src_lipiec_2026_07",
 "title": "Psychotherapy for PTSD – a scoping review of how change during treatment has been studied",
 "journal": "European Journal of Psychotraumatology",
 "year": "2026",
 "doi": "10.1080/20008066.2026.2679314",
 "pmid": "",
 "score": 0.1,
 "shared_terms": [
 "treatment",
 "psychotherapy"
 ],
 "same_journal": false,
 "shared_authors_count": 0,
 "reasons": [
 "wspólne terminy (2): treatment, psychotherapy"
 ],
 "origin": "local_hybrid_similarity",
 "status": "candidate"
 },
 {
 "source_id": "src_quiet_bpd_new_31",
 "title": "Psychotherapy outcome and personality disorder: Treatment response of borderline and avoidant patients",
 "journal": "Clinical Psychology & Psychotherapy",
 "year": "2011",
 "doi": "10.1002/cpp.705",
 "pmid": "",
 "score": 0.1,
 "shared_terms": [
 "treatment",
 "psychotherapy"
 ],
 "same_journal": false,
 "shared_authors_count": 0,
 "reasons": [
 "wspólne terminy (2): treatment, psychotherapy"
 ],
 "origin": "local_hybrid_similarity",
 "status": "candidate"
 },
 {
 "source_id": "src_rauschenberg_2026",
 "title": "A machine learning-based ecological momentary intervention for mental health promotion in youth: a micro-randomized trial",
 "journal": "Translational Psychiatry",
 "year": "2026",
 "doi": "10.1038/s41398-026-04475-8",
 "pmid": "42800797",
 "score": 0.091,
 "shared_terms": [
 "machine",
 "learning"
 ],
 "same_journal": false,
 "shared_authors_count": 0,
 "reasons": [
 "wspólne terminy (2): machine, learning"
 ],
 "origin": "local_hybrid_similarity",
 "status": "candidate"
 },
 {
 "source_id": "src_detached_protector_new_26",
 "title": "A schema-focused approach to group psychotherapy for outpatients with borderline personality disorder: A randomized controlled trial",
 "journal": "Journal of Behavior Therapy and Experimental Psychiatry",
 "year": "2009",
 "doi": "10.1016/j.jbtep.2009.01.002",
 "pmid": "",
 "score": 0.091,
 "shared_terms": [
 "psychotherapy",
 "approach"
 ],
 "same_journal": false,
 "shared_authors_count": 0,
 "reasons": [
 "wspólne terminy (2): psychotherapy, approach"
 ],
 "origin": "local_hybrid_similarity",
 "status": "candidate"
 },
 {
 "source_id": "src_bpd_types_new_02",
 "title": "Do treatment outcomes differ after 3 months DBT inpatient treatment based on borderline personality disorder subtypes?",
 "journal": "Personality and Mental Health",
 "year": "2018",
 "doi": "10.1002/pmh.1430",
 "pmid": "",
 "score": 0.091,
 "shared_terms": [
 "treatment",
 "inpatient"
 ],
 "same_journal": false,
 "shared_authors_count": 0,
 "reasons": [
 "wspólne terminy (2): treatment, inpatient"
 ],
 "origin": "local_hybrid_similarity",
 "status": "candidate"
 }
 ],
 "corpus_correlations": {
 "total_docs": 988,
 "pairs": []
 }
}