{"id":"W2027014063","doi":"10.1159/000362806","title":"Health Care Service Utilization of Dementia Patients before and after Institutionalization: A Claims Data Analysis","year":2014,"lang":"en","type":"article","venue":"Dementia and Geriatric Cognitive Disorders Extra","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Institutionalisation; Dementia; Medicine; Health care; Quarter (Canadian coin); Service (business); Estimation; Gerontology; Ambulatory care; Psychiatry; Family medicine; Business; Political science; Disease; Management","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":[],"consensus_categories":[],"category_scores_codex":[0.0002996227,0.0002091301,0.0003862125,0.0004296323,0.0002016975,0.00004575904,0.00009546277,0.00006865171,0.0002725444],"category_scores_gemma":[0.0000860981,0.000197401,0.00007057982,0.00112267,0.0001332965,0.0002676634,0.0002337421,0.00008984783,0.000003746702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001728042,"about_ca_system_score_gemma":0.0001286295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001395106,"about_ca_topic_score_gemma":0.001464658,"domain_scores_codex":[0.9980616,0.0001481116,0.0004311581,0.0005843368,0.0004755514,0.0002992379],"domain_scores_gemma":[0.9986876,0.00005357336,0.0001863673,0.0002533966,0.0006392902,0.0001797755],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002204846,0.0002960074,0.8759757,0.000464553,0.001325759,9.349442e-7,0.000826964,7.030151e-7,0.000003067055,0.0001487039,0.00004896308,0.1206882],"study_design_scores_gemma":[0.003573434,0.00052667,0.9879821,0.00007428619,0.003920304,0.000001502176,0.001154526,0.001123111,0.00001399349,0.0001521006,0.001317008,0.0001609678],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9487777,0.005216127,0.04299103,0.0005482424,0.00005465147,0.001112289,0.0003961751,0.00002671831,0.0008770405],"genre_scores_gemma":[0.9913186,0.001115246,0.0003281606,0.0006644889,0.000035673,0.00005909305,0.006443907,0.00001556615,0.00001919613],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1205272,"threshold_uncertainty_score":0.8049779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01374926258423027,"score_gpt":0.3034813697250649,"score_spread":0.2897321071408346,"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."}}