{"id":"W2148945506","doi":"10.1159/000346353","title":"Comparison of Disease Clusters in Two Elderly Populations Hospitalized in 2008 and 2010","year":2013,"lang":"en","type":"article","venue":"Gerontology","topic":"Chronic Disease Management Strategies","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Cirrhosis; Chronic liver disease; Internal medicine; Cluster (spacecraft); Population; Diabetes mellitus; Anemia; Disease; Pediatrics; Endocrinology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000503435,0.00008984491,0.0003141395,0.0001648005,0.00001261034,0.000007107112,0.00004922862,0.00003272692,0.0003617056],"category_scores_gemma":[0.00004191444,0.00008716219,0.00002730464,0.00007610692,0.0001220845,0.0000996469,0.00003907708,0.00008187394,0.00001463078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005113398,"about_ca_system_score_gemma":0.00004860348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003513806,"about_ca_topic_score_gemma":0.006682756,"domain_scores_codex":[0.9992056,0.00004337037,0.0002964278,0.0001756236,0.00008113979,0.000197845],"domain_scores_gemma":[0.9995976,0.00002683058,0.00006663027,0.0001932922,0.00002073623,0.00009489442],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001206746,0.0002459481,0.991294,0.0001067528,0.000014144,0.00001707343,0.0003457833,0.00008103731,0.00002955063,0.001214872,0.004037998,0.002492151],"study_design_scores_gemma":[0.00316034,0.0001123922,0.99121,0.0000464762,0.00004096458,0.000001142118,0.0005257321,0.003594068,0.000001794816,0.001121371,0.0001144806,0.0000712723],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926876,0.001018043,0.00007111308,0.00296915,0.0001291346,0.000566559,0.000002801594,0.00001723778,0.002538358],"genre_scores_gemma":[0.9991097,0.00001928248,0.0003462599,0.00008758757,0.00001379968,0.00005530575,0.00003692636,0.000006958585,0.0003241874],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006422088,"threshold_uncertainty_score":0.5311847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07479171191681626,"score_gpt":0.3985324161431956,"score_spread":0.3237407042263793,"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."}}