{"id":"W4210348753","doi":"10.1186/s13741-022-00240-9","title":"Utility and reliability of the Clinical Frailty Scale in patients scheduled for major vascular surgery: a prospective, observational, multicentre observer-blinded study","year":2022,"lang":"en","type":"article","venue":"Perioperative Medicine","topic":"Frailty in Older Adults","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Vascular Anaesthesia Society of Great Britain and Ireland","keywords":"Medicine; Observational study; Population; Physical therapy; Perioperative; Prospective cohort study; Vascular surgery; Emergency medicine; Surgery; Internal medicine; Cardiac surgery","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002765607,0.000264722,0.001083793,0.00009772703,0.0003076078,0.000007779207,0.0002044889,0.00007625857,0.0003675755],"category_scores_gemma":[0.01088068,0.000173831,0.000200857,0.000654928,0.0006312382,0.0001172596,0.000295066,0.000578964,7.4079e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001977614,"about_ca_system_score_gemma":0.0004268007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004126471,"about_ca_topic_score_gemma":0.0008083289,"domain_scores_codex":[0.9959063,0.000926578,0.001203087,0.0007421222,0.0009306293,0.0002912853],"domain_scores_gemma":[0.9967186,0.001255516,0.000268757,0.0007445692,0.0008685612,0.0001439413],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00181192,0.003987352,0.9874942,0.0001742707,0.000102387,0.000001695313,0.005279115,0.00001396971,0.00006630654,0.00001390109,0.0003395705,0.0007153595],"study_design_scores_gemma":[0.02185771,0.001744251,0.9692344,0.0001467627,0.0001905482,0.000001240068,0.004636223,0.001242125,0.00009910619,0.00004254453,0.0006598033,0.0001452488],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878263,0.0001673976,0.00002776242,0.004188678,0.0004372948,0.007179397,0.00009916514,0.00002485164,0.00004910407],"genre_scores_gemma":[0.9977287,0.00001340172,0.0006677124,0.0004622252,0.00009141873,0.000643934,0.00008296419,0.00002627316,0.0002833862],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02004579,"threshold_uncertainty_score":0.9974511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1149893140971122,"score_gpt":0.3731159744298043,"score_spread":0.258126660332692,"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."}}