{"id":"W7055247000","doi":"","title":"Assessment of heterogeneity amongaAssessment of Heterogeneity Among Participants in the Parkinson’s Progression Markers Initiative Cohort Using α-Synuclein Seed Amplification: A Cross-Sectional Study participants in the Parkinson's Progression Markers Initiative cohort using α-synuclein seed amplification: a cross-sectional study","year":2023,"lang":"en","type":"article","venue":"Digital Commons-TMC (Texas Medical Center)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cohort; Disease; Cohort study; Logistic regression; Odds ratio; LRRK2","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008741566,0.0006929704,0.001001684,0.0005053614,0.000660462,0.0008191623,0.001442308,0.0002264516,0.001007976],"category_scores_gemma":[0.000471271,0.0005197577,0.000354301,0.00197815,0.001205735,0.0004815642,0.0009944077,0.001171971,0.000009397963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003217301,"about_ca_system_score_gemma":0.000771059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009433871,"about_ca_topic_score_gemma":0.0008998647,"domain_scores_codex":[0.9863173,0.00333643,0.002895165,0.001393079,0.004737719,0.001320301],"domain_scores_gemma":[0.9948751,0.001562242,0.001356974,0.0011771,0.0005933638,0.0004351891],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006643283,0.009672703,0.9862191,0.00008151105,0.000572265,0.00007094595,0.001057461,0.0002551264,0.00009027883,0.00004007244,0.0000282762,0.001247922],"study_design_scores_gemma":[0.003835817,0.0008802002,0.9663178,0.0002639682,0.00009044733,0.000004642303,0.006377165,0.02157187,0.0001171189,0.00003254625,0.00008227759,0.0004261461],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899743,0.00001755356,0.0002394027,0.0001295348,0.0002314738,0.007487219,0.0004635771,0.00005827163,0.001398676],"genre_scores_gemma":[0.9973864,0.000005811008,0.00007810824,0.00004820289,0.000105331,0.001749853,0.0005597167,0.00005794536,0.000008641216],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02131674,"threshold_uncertainty_score":0.9999052,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.111202946698253,"score_gpt":0.4189422597205631,"score_spread":0.3077393130223102,"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."}}