{"id":"W4391792289","doi":"10.1016/j.parkreldis.2024.106026","title":"Determining the impact of specialized care on health outcomes and health care utilization in Parkinsonism","year":2024,"lang":"en","type":"article","venue":"Parkinsonism & Related Disorders","topic":"Parkinson's Disease Mechanisms and Treatments","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Manitoba Health; University of British Columbia; University of Manitoba","funders":"","keywords":"Neurology; Medicine; Parkinsonism; Emergency department; Health care; Emergency medicine; Retrospective cohort study; Psychiatry; Internal medicine; Disease","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001878253,0.0001365296,0.0002193268,0.0006662129,0.0002173369,0.0006749407,0.0003407139,0.0004053108,0.001825982],"category_scores_gemma":[0.009419007,0.000138998,0.0006917682,0.0008115488,0.0002752818,0.0003870582,0.0007265786,0.0005415427,0.0001139617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008267112,"about_ca_system_score_gemma":0.00064442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009658601,"about_ca_topic_score_gemma":0.01036914,"domain_scores_codex":[0.9981553,0.0008935581,0.0001609421,0.0002113784,0.0002967448,0.000281999],"domain_scores_gemma":[0.9910507,0.002962162,0.004338872,0.0003336672,0.0004264814,0.000888009],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000440582,0.00002453272,0.9988055,0.0000110546,0.00006407753,0.00002742561,0.00002196554,0.0000920054,0.00001650596,0.00001995468,0.00004356917,0.0008293668],"study_design_scores_gemma":[0.000001570485,0.00005740693,0.9995443,0.000007566388,0.00001965799,0.00005794497,0.00005345839,0.0001874363,0.0000135139,0.00002211044,0.00003388101,9.927127e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986219,0.0003546944,0.00007834938,0.0001584938,0.000003682457,0.000006840467,0.0003483825,0.000001961046,0.0004255306],"genre_scores_gemma":[0.9995316,0.000115628,0.00004484964,0.00002069542,0.00000900027,0.00000387321,0.0002296173,5.867078e-7,0.00004409733],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009658601,"threshold_uncertainty_score":0.0192048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02950953717287423,"score_gpt":0.3598725892429495,"score_spread":0.3303630520700752,"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."}}