{"id":"W2727662174","doi":"10.1093/geroni/igx004.3267","title":"PREDICTING HOSPITALISATIONS: COMPARING EIGHT RISK SCORES IN CARE-DEPENDENT ELDERLY FROM SIX COUNTRIES","year":2017,"lang":"en","type":"article","venue":"Innovation in Aging","topic":"Frailty in Older Adults","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Emergency department; Psychological intervention; Emergency medicine; Area under the curve; Risk assessment; Internal medicine","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":[0.003168773,0.0006595009,0.000574893,0.002194904,0.00025688,0.001107519,0.0003235333,0.0004936318,0.0003511089],"category_scores_gemma":[0.009455466,0.0002739021,0.000856648,0.001421695,0.0002959193,0.0004688649,0.001112693,0.0004486946,0.0001370236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002880671,"about_ca_system_score_gemma":0.000236051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006171594,"about_ca_topic_score_gemma":0.00418648,"domain_scores_codex":[0.9984339,0.0007856525,0.0002094521,0.0001940917,0.0002286266,0.0001482198],"domain_scores_gemma":[0.9952829,0.001864151,0.001319719,0.0002773296,0.0007618442,0.0004939915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001626343,0.00001833015,0.9978624,0.000008421273,0.0001003768,0.00001568073,0.00005458268,0.0001912933,0.00003112196,0.000008128489,0.0000400556,0.001506839],"study_design_scores_gemma":[0.0000291996,0.0002630354,0.9973983,0.00002260443,0.00008340395,0.00009456405,0.0004123274,0.001353184,0.0001006246,0.00003873361,0.0001962921,0.000007851947],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990195,0.0001690186,0.0001665433,0.00001741016,0.000008166548,0.00001367214,0.0002374467,0.000004751867,0.0003634175],"genre_scores_gemma":[0.9987736,0.00008757538,0.0002697568,0.00001066907,0.000005211757,0.00001270903,0.0007912459,0.000001832114,0.00004739215],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006171594,"threshold_uncertainty_score":0.01675826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0257024305620573,"score_gpt":0.3009682011923544,"score_spread":0.2752657706302971,"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."}}