{"id":"https://openalex.org/W7225099375","doi":"https://doi.org/10.1001/jama.2026.22316","title":"Regression Discontinuity Approaches to Evaluate Threshold-Guided Interventions in Observational Studies","display_name":"Regression Discontinuity Approaches to Evaluate Threshold-Guided Interventions in Observational Studies","publication_year":2026,"publication_date":"2026-11-02","ids":{"openalex":"https://openalex.org/W7225099375","doi":"https://doi.org/10.1001/jama.2026.22316","pmid":"https://pubmed.ncbi.nlm.nih.gov/42970301"},"language":"en","primary_location":{"id":"doi:10.1001/jama.2026.22316","doi":"https://doi.org/10.1001/jama.2026.22316","is_oa":false,"landing_page_url":"https://doi.org/10.1001/jama.2026.22316","pdf_url":null,"source":{"id":"https://openalex.org/S172573765","display_name":"JAMA","issn_l":"0002-9955","issn":["0002-9955","0098-7484","1538-3598","2376-8118"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-a","doyens","jufo-3","ki-jl-3","medline","norway-2","poland-200","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320259","host_organization_name":"American Medical Association","host_organization_lineage":["https://openalex.org/P4310320259"],"host_organization_lineage_names":["American Medical Association"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"JAMA","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5018060531","display_name":"Matias D. Cattaneo","orcid":"https://orcid.org/0000-0003-0493-7506","observed_orcids":["https://orcid.org/0000-0003-0493-7506"]},"institutions":[{"id":"https://openalex.org/I20089843","display_name":"Princeton University","ror":"https://ror.org/00hx57361","country_code":"US","type":"education","lineage":["https://openalex.org/I20089843"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Matias D. Cattaneo","raw_affiliation_strings":["Department of Economics, Princeton University, Princeton, New Jersey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Economics, Princeton University, Princeton, New Jersey","institution_ids":["https://openalex.org/I20089843"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038879126","display_name":"Roc\u00edo Titiunik","orcid":"https://orcid.org/0000-0001-5145-3059","observed_orcids":["https://orcid.org/0000-0001-5145-3059"]},"institutions":[{"id":"https://openalex.org/I20089843","display_name":"Princeton University","ror":"https://ror.org/00hx57361","country_code":"US","type":"education","lineage":["https://openalex.org/I20089843"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Roc\u00edo Titiunik","raw_affiliation_strings":["Department of Politics, Princeton University, Princeton, New Jersey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Politics, Princeton University, Princeton, New Jersey","institution_ids":["https://openalex.org/I20089843"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I20089843"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.848809,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10845","display_name":"Advanced Causal Inference Techniques","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10845","display_name":"Advanced Causal Inference Techniques","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11235","display_name":"Statistical Methods in Clinical Trials","score":0.0,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T14374","display_name":"Statistical Methods in Epidemiology","score":0.0,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/regression-discontinuity-design","display_name":"regression discontinuity design","score":0.9520000219345093},{"id":"https://openalex.org/keywords/observational-studies","display_name":"observational studies","score":0.9179999828338623},{"id":"https://openalex.org/keywords/causal-inference","display_name":"causal inference","score":0.8360000252723694},{"id":"https://openalex.org/keywords/treatment-assignment","display_name":"treatment allocation","score":0.31700000166893005},{"id":"https://openalex.org/keywords/intervention-evaluation","display_name":"intervention evaluation","score":0.4909999966621399}],"concepts":[{"id":"https://openalex.org/C23131810","wikidata":"https://www.wikidata.org/wiki/Q818574","display_name":"Observational study","level":2,"score":0.9228000044822693},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.861299991607666},{"id":"https://openalex.org/C66912227","wikidata":"https://www.wikidata.org/wiki/Q2138712","display_name":"Regression discontinuity design","level":2,"score":0.6832000017166138},{"id":"https://openalex.org/C27415008","wikidata":"https://www.wikidata.org/wiki/Q7256382","display_name":"Psychological intervention","level":2,"score":0.6499000191688538},{"id":"https://openalex.org/C2777042112","wikidata":"https://www.wikidata.org/wiki/Q5281658","display_name":"Discontinuity (linguistics)","level":2,"score":0.621999979019165},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.520799994468689},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.45190000534057617},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.3555999994277954},{"id":"https://openalex.org/C176743888","wikidata":"https://www.wikidata.org/wiki/Q862797","display_name":"Observational methods in psychology","level":3,"score":0.33390000462532043},{"id":"https://openalex.org/C124936440","wikidata":"https://www.wikidata.org/wiki/Q6822263","display_name":"Meta-regression","level":3,"score":0.30250000953674316},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.296099990606308},{"id":"https://openalex.org/C190403672","wikidata":"https://www.wikidata.org/wiki/Q1135405","display_name":"Regression toward the mean","level":2,"score":0.28999999165534973},{"id":"https://openalex.org/C48921125","wikidata":"https://www.wikidata.org/wiki/Q10861030","display_name":"Linear regression","level":2,"score":0.2842999994754791},{"id":"https://openalex.org/C2779318504","wikidata":"https://www.wikidata.org/wiki/Q1438035","display_name":"Research design","level":2,"score":0.27379998564720154}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1001/jama.2026.22316","doi":"https://doi.org/10.1001/jama.2026.22316","is_oa":false,"landing_page_url":"https://doi.org/10.1001/jama.2026.22316","pdf_url":null,"source":{"id":"https://openalex.org/S172573765","display_name":"JAMA","issn_l":"0002-9955","issn":["0002-9955","0098-7484","1538-3598","2376-8118"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-a","doyens","jufo-3","ki-jl-3","medline","norway-2","poland-200","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320259","host_organization_name":"American Medical Association","host_organization_lineage":["https://openalex.org/P4310320259"],"host_organization_lineage_names":["American Medical Association"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"JAMA","raw_type":"journal-article"},{"id":"pmid:42970301","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/42970301","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"JAMA","raw_type":"Journal Article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.504800021648407,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"},{"score":0.4000000059604645,"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":8,"referenced_works":["https://openalex.org/W253646976","https://openalex.org/W1995980256","https://openalex.org/W2890523678","https://openalex.org/W3039628310","https://openalex.org/W3121492802","https://openalex.org/W3152308458","https://openalex.org/W4385476842","https://openalex.org/W4395063912"],"related_works":["https://openalex.org/W2301997220","https://openalex.org/W3122958054","https://openalex.org/W3124826783","https://openalex.org/W3172516331","https://openalex.org/W2270538848","https://openalex.org/W3172450971","https://openalex.org/W4379058674","https://openalex.org/W7005428547","https://openalex.org/W2469359967","https://openalex.org/W3168438283"],"abstract_inverted_index":{"This":[0],"Guide":[1],"to":[2],"Statistics":[3],"and":[4,24],"Methods":[5],"provides":[6],"an":[7],"overview":[8],"of":[9],"the":[10],"regression":[11],"discontinuity":[12],"approach,":[13],"including":[14],"its":[15,25],"use":[16],"in":[17],"observational":[18],"studies,":[19],"particularly":[20],"with":[21],"threshold-guided":[22],"interventions,":[23],"limitations.":[26]},"counts_by_year":[],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2026-11-03T00:00:00"}
