{"id":"W4382181985","doi":"10.2196/45848","title":"Contribution of Frailty to Multimorbidity Patterns and Trajectories: Longitudinal Dynamic Cohort Study of Aging People","year":2023,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Chronic Disease Management Strategies","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Regional Development Fund; Ministerio de Economía y Competitividad; European Commission","keywords":"Multimorbidity; Cohort; Gerontology; Cohort study; Medicine; Longitudinal study; Environmental health; Population; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.003755787,0.0002588822,0.0004199815,0.0009580814,0.0007573929,0.0009010745,0.0005451828,0.0005107998,0.0006607896],"category_scores_gemma":[0.004512919,0.0003512701,0.0007859051,0.001625975,0.0001879086,0.0005409686,0.0009266611,0.001017973,0.0001696097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006293734,"about_ca_system_score_gemma":0.00121081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03382054,"about_ca_topic_score_gemma":0.04080715,"domain_scores_codex":[0.9990966,0.0003174304,0.0000920079,0.0002011286,0.0001387009,0.0001540233],"domain_scores_gemma":[0.9981528,0.0002631299,0.0005718861,0.0003619229,0.0003291836,0.0003210007],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001256188,0.00003620582,0.9984048,0.000006768076,0.0001300379,0.00002835005,0.0001323876,0.00004792056,0.00004901221,0.00003474691,0.0001359766,0.000868279],"study_design_scores_gemma":[0.00001738624,0.00006986337,0.9988066,0.00001666008,0.00007349504,0.00006315923,0.000219858,0.0004048838,0.00001718357,0.00006760254,0.0002371827,0.000005975387],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972806,0.0003196219,0.0003331186,0.0001124832,0.00001155902,0.00002967587,0.001693138,0.000004034181,0.0002157405],"genre_scores_gemma":[0.9975088,0.000214208,0.0004059173,0.00005397808,0.000009533023,0.00006942394,0.001513034,0.000003458874,0.0002216694],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03382054,"threshold_uncertainty_score":0.06724739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05130924479149249,"score_gpt":0.3726731963391426,"score_spread":0.3213639515476502,"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."}}