{"id":"W4248143581","doi":"10.21203/rs.3.rs-42680/v4","title":"Factors Influencing the Deterioration from Cognitive Decline of Normal Aging to Dementia among Nursing Home Residents","year":2020,"lang":"en","type":"preprint","venue":"Research Square","topic":"Health and Wellbeing Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dementia; Cognitive decline; Gerontology; Nursing homes; Aging in place; Psychology; Cognition; Cognitive impairment; Medicine; Nursing; Psychiatry; Disease","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","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.005642595,0.0003549992,0.0006750129,0.0006865315,0.00207226,0.0001386391,0.001056798,0.0005851226,0.000453604],"category_scores_gemma":[0.005972053,0.0002714379,0.0001649013,0.0009818814,0.0003249631,0.0002148284,0.003184166,0.00612703,0.0002505661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008204911,"about_ca_system_score_gemma":0.003328085,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03346271,"about_ca_topic_score_gemma":0.003557065,"domain_scores_codex":[0.988022,0.005273747,0.00131259,0.0008840495,0.002759382,0.001748244],"domain_scores_gemma":[0.9900886,0.005685762,0.0004380708,0.0007651453,0.002074452,0.0009479793],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003158947,0.00005151997,0.9429335,0.002196079,0.0001033914,0.00001723885,0.04840941,0.00004804587,0.001074206,0.00002342564,0.0009918127,0.003835481],"study_design_scores_gemma":[0.0005197487,0.0001912216,0.9556799,0.01366375,0.00004077407,6.407668e-8,0.02645647,0.0004124943,0.0008698537,0.001838708,0.0001027628,0.0002242816],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881594,0.0005510295,0.0009275462,0.004301432,0.0005271731,0.004337863,0.0004585189,0.00008233408,0.0006546998],"genre_scores_gemma":[0.9974524,0.0001453493,0.0001377628,0.0003180999,0.0008435084,0.0004467956,0.0004884902,0.00008408522,0.00008353887],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02990565,"threshold_uncertainty_score":0.9999738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1873206508858778,"score_gpt":0.5401103218295302,"score_spread":0.3527896709436524,"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."}}