{"id":"W4387580863","doi":"10.21203/rs.3.rs-3401822/v1","title":"Development and validation of a risk prediction model for amnestic mild cognitive impairment in older adults residing in communities","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Natural Science Foundation of China; Hubei Provincial Department of Education","keywords":"Logistic regression; Medicine; Blood pressure; Receiver operating characteristic; Area under the curve; Cognition; Diabetes mellitus; Neuropsychology; Internal medicine; Physical therapy; Gerontology; 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":[0.008144726,0.001180316,0.001059202,0.002876739,0.0006857122,0.001759362,0.001282169,0.0009666414,0.001407062],"category_scores_gemma":[0.01311131,0.0003892504,0.001640093,0.0008874434,0.0002729695,0.0006768007,0.00109355,0.001301929,0.0005024495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008386436,"about_ca_system_score_gemma":0.002020518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01360538,"about_ca_topic_score_gemma":0.007209348,"domain_scores_codex":[0.998219,0.0008598662,0.0001555056,0.000376292,0.0002420333,0.0001473525],"domain_scores_gemma":[0.9950961,0.002867276,0.000388961,0.0002060933,0.001141767,0.0002997722],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001332608,0.001796647,0.8628449,0.0001214599,0.0005763751,0.0003489282,0.000350126,0.0469918,0.000961059,0.000531433,0.002498609,0.08164589],"study_design_scores_gemma":[0.0001262875,0.0007074412,0.08955541,0.00009671262,0.0002803802,0.0001698001,0.00036881,0.9064947,0.0005647457,0.0009672521,0.0006317862,0.00003667392],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9479224,0.0003263989,0.04875125,0.0003627165,0.00007041988,0.0005056327,0.0007899613,0.0003228604,0.000948463],"genre_scores_gemma":[0.9753616,0.0001342879,0.02261411,0.00005837478,0.0000257925,0.0003547425,0.001031225,0.00001248122,0.0004074309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01360538,"threshold_uncertainty_score":0.04307389,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1135476721065226,"score_gpt":0.4167281111755459,"score_spread":0.3031804390690233,"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."}}