{"id":"W3203372480","doi":"10.2139/ssrn.3920640","title":"Rapid Universal Early Screening for Alzheimer's Disease and Related Dementia via Pattern Discovery in Diagnostic History","year":2021,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Capital District Health Authority","funders":"","keywords":"Dementia; Medicine; Medical diagnosis; Comorbidity; Disease; Pediatrics; Internal medicine; Pathology","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":[0.001144845,0.0004901357,0.0007171438,0.004841438,0.0003131357,0.0008944183,0.0007333328,0.0004885119,0.004825898],"category_scores_gemma":[0.00908952,0.0003454708,0.0004625608,0.001580212,0.0002154751,0.0007492304,0.001394495,0.0007374705,0.002179934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003213348,"about_ca_system_score_gemma":0.001461897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008667861,"about_ca_topic_score_gemma":0.01558339,"domain_scores_codex":[0.9991953,0.0002687665,0.0001200528,0.0001560162,0.0001829523,0.00007688512],"domain_scores_gemma":[0.9972892,0.001367374,0.0003138089,0.0003008036,0.0005228571,0.0002059712],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008299335,0.0004572632,0.4565976,0.0006458279,0.0001648845,0.001481009,0.0002578159,0.001210019,0.007282053,0.001236457,0.01927657,0.5105606],"study_design_scores_gemma":[0.0004619797,0.001787459,0.8170245,0.001195061,0.0009122067,0.01279752,0.001129172,0.06233548,0.02428032,0.02357453,0.0543185,0.0001832212],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6587072,0.01419317,0.2012185,0.007477652,0.0006824273,0.004146596,0.07262413,0.007183158,0.03376713],"genre_scores_gemma":[0.86821,0.004257291,0.1051643,0.001307788,0.00038725,0.0006909194,0.01399278,0.0000896627,0.005899828],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008667861,"threshold_uncertainty_score":0.0172348,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01891127501237022,"score_gpt":0.2683588584475731,"score_spread":0.2494475834352029,"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."}}