{"id":"W4411149237","doi":"10.1001/jamaneurol.2025.1630","title":"Copathology in Atypical Parkinsonism—The Rule Rather Than the Exception?","year":2025,"lang":"en","type":"article","venue":"JAMA Neurology","topic":"Parkinson's Disease Mechanisms and Treatments","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Occupational Cancer Research Centre; Toronto Western Hospital; University of Toronto","funders":"","keywords":"Parkinsonism; Standardization; Clinical phenotype; Medicine; Psychology; Neuroscience; Phenotype; Computer science; Pathology; Biology; Genetics; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000239728,0.0001488157,0.0002480038,0.00009358234,0.000125224,0.00001308428,0.0001793747,0.0002127028,0.0001650474],"category_scores_gemma":[0.0001143219,0.00008212856,0.0000974476,0.0002224391,0.0001866211,0.0000270716,0.00009723834,0.0005013483,0.0001693189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000235741,"about_ca_system_score_gemma":0.00008525061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004879837,"about_ca_topic_score_gemma":0.00006486013,"domain_scores_codex":[0.9986706,0.0003646133,0.0002029817,0.000335541,0.00010895,0.0003173181],"domain_scores_gemma":[0.999207,0.00020953,0.00004174986,0.0004565933,0.00002907657,0.00005600518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008788684,0.002184955,0.8727289,0.00005344683,0.0002847478,0.003952151,0.001048282,0.00004908153,0.005696071,0.02092675,0.01475609,0.06953081],"study_design_scores_gemma":[0.002255177,0.000276835,0.8030184,0.000007103569,0.00007675622,0.0001590896,0.0000172022,0.0002011711,0.0002638138,0.005739417,0.1879339,0.00005109575],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9217661,0.0005267473,0.0001480479,0.07368659,0.0004406135,0.0004313848,0.000007225668,0.00004120155,0.002952095],"genre_scores_gemma":[0.97069,0.0001114425,0.0000263755,0.02783939,0.0001445331,0.0001623953,0.00001026514,0.00001409682,0.001001465],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1731779,"threshold_uncertainty_score":0.3349105,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01118680534599531,"score_gpt":0.2748085806231346,"score_spread":0.2636217752771393,"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."}}