{"id":"W3045100413","doi":"10.1101/2020.07.22.214718","title":"The frailty syndrome as an emergent state of parallel dysregulation in multiple physiological systems","year":2020,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Frailty in Older Adults","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut Universitaire de Gériatrie de Montréal; Université de Sherbrooke; Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; Centre Intégré Universitaire de Santé et de Services Sociaux du Saguenay–Lac-Saint-Jean","funders":"","keywords":"Stressor; Vulnerability (computing); Frailty syndrome; Psychology; Medicine; Gerontology; Neuroscience; Frailty Index; Computer science","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":[0.002054906,0.0004486537,0.0006856223,0.001006541,0.0002645451,0.001129889,0.0003227078,0.0003966185,0.001490346],"category_scores_gemma":[0.004653016,0.0001992971,0.0004152528,0.0006474751,0.001124323,0.0007943965,0.0018561,0.001129722,0.0001268394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003634794,"about_ca_system_score_gemma":0.000453593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001324165,"about_ca_topic_score_gemma":0.001776712,"domain_scores_codex":[0.9993788,0.0002140505,0.00005736891,0.0001557971,0.0001378422,0.00005601837],"domain_scores_gemma":[0.9972579,0.0008623467,0.0009853258,0.0003631628,0.0002164511,0.0003148936],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001589544,0.0002483204,0.8998246,0.0004634035,0.001034151,0.001467384,0.002666479,0.00445008,0.04010436,0.004626407,0.001328653,0.04219677],"study_design_scores_gemma":[0.00003281035,0.0005041559,0.9735528,0.00009414028,0.0001278179,0.00139982,0.0007539458,0.006685845,0.002476063,0.01343554,0.0009021463,0.00003502424],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908432,0.0006008435,0.006762261,0.0004788398,0.00001736043,0.00002026679,0.0003489382,0.0000587595,0.0008695445],"genre_scores_gemma":[0.996564,0.0001685922,0.002694848,0.0001458133,0.00001557317,0.0000201751,0.0001983821,0.000007014186,0.0001856746],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002054906,"threshold_uncertainty_score":0.01086748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04423492959926232,"score_gpt":0.2673950833125671,"score_spread":0.2231601537133048,"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."}}