{"id":"W4205465340","doi":"10.1093/geroni/igab046.1719","title":"Emerging Biotechnology Markers of Cognitive Impairment","year":2021,"lang":"en","type":"article","venue":"Innovation in Aging","topic":"Health, Environment, Cognitive Aging","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Neurocognitive; Cognition; Dementia; Gerontology; Medicine; Cognitive decline; Activities of daily living; Psychology; Pathology; Psychiatry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003519844,0.0006717069,0.0005988794,0.003123742,0.0004905753,0.003898741,0.000848979,0.001008838,0.004430674],"category_scores_gemma":[0.009491274,0.0002159113,0.0007165665,0.003666876,0.0006626226,0.001314944,0.001558644,0.001686056,0.0008854775],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001338431,"about_ca_system_score_gemma":0.001137183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004870675,"about_ca_topic_score_gemma":0.005833973,"domain_scores_codex":[0.9981578,0.0005676193,0.0001687131,0.000393232,0.0005761342,0.000136465],"domain_scores_gemma":[0.9928175,0.002535393,0.002154975,0.0004298241,0.00168346,0.000378855],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007536019,0.0002944103,0.5998172,0.002160064,0.001101994,0.0003517885,0.0009680188,0.001244822,0.004300156,0.01435286,0.05960386,0.3150512],"study_design_scores_gemma":[0.00009836603,0.0006848318,0.7536263,0.002857054,0.001013525,0.001151686,0.001667187,0.004387242,0.004471838,0.0400329,0.1898375,0.0001716802],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4322207,0.3180374,0.03203554,0.1116563,0.006502642,0.0002611592,0.03036121,0.0007388682,0.06818626],"genre_scores_gemma":[0.8486628,0.09074962,0.02112266,0.0139924,0.007730172,0.0002977395,0.008729016,0.00007236463,0.00864323],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004870675,"threshold_uncertainty_score":0.01861495,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01366806951611734,"score_gpt":0.2797284774060798,"score_spread":0.2660604078899624,"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."}}