{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001095074,0.0002974847,0.0005236177,0.00208282,0.0004426742,0.0005963169,0.000410351,0.0004846721,0.0005766472],"category_scores_gemma":[0.002876838,0.0002631054,0.0005599639,0.001475868,0.0003179338,0.0004206815,0.001286,0.0002960514,0.0001249682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001035441,"about_ca_system_score_gemma":0.0007270714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02151437,"about_ca_topic_score_gemma":0.02579181,"domain_scores_codex":[0.9991102,0.0002334624,0.0001127404,0.0002095276,0.0001454409,0.0001886652],"domain_scores_gemma":[0.9985057,0.000221756,0.0006072694,0.0001193756,0.0002907736,0.0002550554],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003215847,0.00003207034,0.9977511,0.00001073674,0.00005954747,0.00004784605,0.0003495359,0.0000570882,0.0002387275,0.00001659005,0.0001095223,0.001005669],"study_design_scores_gemma":[0.000006525116,0.00004316421,0.9993994,0.000002592128,0.00001059331,0.00004934191,0.000326858,0.00008424128,0.00003018231,0.000005815842,0.00003928291,0.000001839727],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999597,0.0000321217,0.00003113812,0.00001243106,0.00000182564,0.000009727878,0.0002207096,0.000001385765,0.00009368303],"genre_scores_gemma":[0.9987208,0.00004368458,0.00007197516,0.00001297396,0.000005424564,0.00001893749,0.001059217,0.000001614651,0.00006527913],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02151437,"threshold_uncertainty_score":0.04277825,"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."}}