{"id":"W4412793687","doi":"10.1371/journal.pmen.0000339","title":"Accessing mental health care: A population-level exploration of the impact of immigration duration in the United States 2019–2023","year":2025,"lang":"en","type":"article","venue":"PLOS mental health.","topic":"Migration, Health and Trauma","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"British Columbia Centre on Substance Use; University of British Columbia","funders":"","keywords":"Immigration; Duration (music); Mental health; Population; Environmental health; Medicine; Gerontology; Psychology; Demography; Political science; Psychiatry; Physics; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006448421,0.0001609634,0.0002829995,0.000329788,0.0004305842,0.0000251263,0.0001986238,0.00007702598,0.00004486777],"category_scores_gemma":[0.00002061242,0.0001078731,0.00008878186,0.00113458,0.00004768194,0.0003286291,0.00002435061,0.0001886314,0.000005157225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006974292,"about_ca_system_score_gemma":0.0004295987,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07660468,"about_ca_topic_score_gemma":0.02284369,"domain_scores_codex":[0.9971813,0.0008610036,0.001070531,0.0002326253,0.0003407904,0.0003137342],"domain_scores_gemma":[0.9986982,0.0001026414,0.0007158405,0.0003267433,0.00009518578,0.00006144354],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.001269159,0.002134812,0.2339427,0.00145643,0.0001705759,4.218402e-7,0.6777348,0.0007419792,0.0005916493,0.006147043,0.05107865,0.02473176],"study_design_scores_gemma":[0.001595375,0.0005099601,0.9476998,0.0004034739,0.00001050292,0.000002265555,0.04694697,0.001690027,0.000212152,0.0005935591,0.0002225417,0.0001133113],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9805152,0.001204386,0.0002251442,0.01501234,0.0004386546,0.001954072,0.000470499,0.00001860386,0.0001611099],"genre_scores_gemma":[0.9937224,0.0002653149,0.00009193178,0.001395926,0.00003682784,0.0000884936,0.004292094,0.00001186766,0.00009511864],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7137572,"threshold_uncertainty_score":0.9949868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06822381594805581,"score_gpt":0.4153152863584514,"score_spread":0.3470914704103956,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}