{"id":"W3098926620","doi":"10.1186/s12877-020-01875-3","title":"Factors influencing the deterioration from cognitive decline of normal aging to dementia among nursing home residents","year":2020,"lang":"en","type":"article","venue":"BMC Geriatrics","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Jordan University of Science and Technology","keywords":"Dementia; Medicine; Montreal Cognitive Assessment; Depression (economics); Marital status; Cognition; Quality of life (healthcare); Logistic regression; Cognitive impairment; Gerontology; Psychiatry; Disease; Nursing; Population; Internal medicine; Environmental health","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":[0.000492471,0.0001366093,0.0001668377,0.0005262613,0.0002581252,0.0003810172,0.0002095965,0.0002227415,0.000919276],"category_scores_gemma":[0.002223993,0.00007111373,0.0001845752,0.0005015877,0.0002339207,0.0002601733,0.0002631613,0.0003208585,0.0001148346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002742763,"about_ca_system_score_gemma":0.0004052215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006760616,"about_ca_topic_score_gemma":0.009519639,"domain_scores_codex":[0.9997281,0.00006684209,0.00004069766,0.00003462871,0.00008388932,0.00004585162],"domain_scores_gemma":[0.9989644,0.0001577718,0.0005029078,0.00002561338,0.0001455126,0.000203765],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002890563,0.00004157004,0.9975027,0.00001530143,0.00001270056,0.00006103056,0.0001121266,0.00001836056,0.00005490553,0.000007717469,0.00006993679,0.002074697],"study_design_scores_gemma":[7.163504e-7,0.000037686,0.9996007,0.000006928584,0.000004342849,0.00008441895,0.0001460661,0.00003075718,0.00001048713,0.00001256955,0.00006444582,9.280082e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989703,0.0004504652,0.00002779532,0.00006496301,0.000004886222,0.000006617972,0.00008506852,0.000001883478,0.0003880315],"genre_scores_gemma":[0.999574,0.0001656218,0.00006287895,0.00002542216,0.000007763132,0.000004671601,0.00008418901,4.229407e-7,0.00007504518],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006760616,"threshold_uncertainty_score":0.01344258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0409755895680086,"score_gpt":0.3219967565916257,"score_spread":0.2810211670236171,"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."}}