{"id":"W4304807893","doi":"10.1212/cpj.0000000000200092","title":"Health Care Utilization in the Last Year of Life in Parkinson Disease and Other Neurodegenerative Movement Disorders","year":2022,"lang":"en","type":"article","venue":"Neurology Clinical Practice","topic":"Parkinson's Disease Mechanisms and Treatments","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health; University of Alberta; Queen's University; Alberta Health Services","funders":"","keywords":"Medicine; Emergency department; Palliative care; Disease; Health care; Movement disorders; Medical diagnosis; Ambulatory care; Progressive supranuclear palsy; Acute care; Emergency medicine; Pediatrics; Psychiatry; Internal medicine; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006541061,0.00009221758,0.0002467406,0.00006821919,0.00007001306,0.000004464751,0.00006924013,0.00003463443,0.00003434269],"category_scores_gemma":[0.00118844,0.00007332933,0.00004556475,0.0001765129,0.00006420721,0.00005053424,0.00007412179,0.0004002737,0.000001763843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002040862,"about_ca_system_score_gemma":0.00020284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001746854,"about_ca_topic_score_gemma":0.0003801271,"domain_scores_codex":[0.9971283,0.001766926,0.0004016072,0.0003302569,0.0002226561,0.0001502488],"domain_scores_gemma":[0.9986844,0.0007424499,0.0002177033,0.0002155867,0.00002098114,0.0001189003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00407058,0.002238114,0.9861909,0.00003271065,0.00003205045,0.0001032169,0.0007832678,0.0001760202,0.000002004597,0.000869465,0.0003578459,0.005143826],"study_design_scores_gemma":[0.003222581,0.002035686,0.8840252,0.000003773313,0.00006314793,0.000002383126,0.0008778817,0.0004525024,6.559007e-7,0.0002111402,0.1090583,0.00004679417],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9631713,0.001257803,0.00002382669,0.03423865,0.0001614882,0.0006892208,0.0000446605,0.000008768251,0.000404254],"genre_scores_gemma":[0.9267038,0.0004347792,0.00007732038,0.07263967,0.00002825569,0.00008056952,0.00001878198,0.00001232794,0.000004520779],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1087004,"threshold_uncertainty_score":0.2990283,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05582355861095807,"score_gpt":0.3840539785985921,"score_spread":0.328230419987634,"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."}}