{"id":"W4399884695","doi":"10.1371/journal.pone.0305062","title":"Patterns and determinants of health care utilization among people with Parkinson’s disease: A population-based analysis in Ontario, Canada","year":2024,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Parkinson's Disease Mechanisms and Treatments","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"Schulich School of Medicine and Dentistry, Western University; Schulich School of Medicine and Dentistry; Western University; Physicians' Services Incorporated Foundation; Ontario Ministry of Health and Long-Term Care; EU Joint Programme – Neurodegenerative Disease Research; University of Ottawa; Institute for Clinical Evaluative Sciences; Canadian Institutes of Health Research; Parkinson Canada; Sunovion; Ottawa Hospital Research Institute; Fondation Brain Canada; Lawson Health Research Institute; Academic Medical Organization of Southwestern Ontario; Biogen; International Parkinson and Movement Disorder Society; CHDI Foundation; Michael J. Fox Foundation for Parkinson's Research","keywords":"Parkinson's disease; Disease; Gerontology; Medicine; Population; Health care; MEDLINE; Environmental health; Demography; Biology; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005651203,0.0002963439,0.0005281281,0.001486329,0.002082474,0.001221266,0.001101292,0.0003970537,0.001041763],"category_scores_gemma":[0.001763337,0.0004397698,0.0009354914,0.005928745,0.0009290171,0.0004575926,0.001065399,0.0004825746,0.0001284941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02551638,"about_ca_system_score_gemma":0.02189788,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9940748,"about_ca_topic_score_gemma":0.9958286,"domain_scores_codex":[0.9988598,0.00008498613,0.000132436,0.0001635091,0.000445222,0.0003141075],"domain_scores_gemma":[0.9980995,0.0001094422,0.0005107776,0.00007395757,0.0007336115,0.0004726597],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003255572,0.00001537443,0.9967591,0.00004233572,0.0000526776,0.00007382199,0.0008493898,0.00008575326,0.000120538,0.00004093465,0.0004501109,0.001477372],"study_design_scores_gemma":[0.000003573976,0.000009733138,0.9987382,0.00001626556,0.00001213416,0.00002744807,0.0007260145,0.0001480915,0.00001060813,0.000008152485,0.0002952691,0.000004485327],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931723,0.0006590126,0.0001327342,0.0002686187,0.000007156631,0.00006988285,0.004475054,0.000009921341,0.001205233],"genre_scores_gemma":[0.9974503,0.0004257975,0.0001515275,0.00006982475,0.000004753438,0.00003199824,0.001461018,0.000003526921,0.0004011285],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02551638,"threshold_uncertainty_score":0.1851352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02526401492286,"score_gpt":0.2506447643257491,"score_spread":0.2253807494028891,"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."}}