{"id":"W4282971612","doi":"10.1093/bjs/znac197","title":"Factors influencing resilience to postoperative delirium in adults undergoing elective orthopaedic surgery","year":2022,"lang":"en","type":"article","venue":"British journal of surgery","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Olav Thon Stiftelsen; Siemens Healthineers; UK Dementia Research Institute; Vetenskapsrådet; Hjärnfonden; Eisai; Queen's University; Alzheimer’s Research UK; Queen's University Belfast; European Commission; British Heart Foundation; University College London; National Institute for Health and Care Research; Alzheimer's Drug Discovery Foundation; Brain Research UK; Stiftelsen för Gamla Tjänarinnor; Familjen Erling-Perssons Stiftelse; Medical Research Council; Biogen; Research for Patient Benefit Programme; Department for the Economy; Weston Brain Institute; Alzheimer's Association","keywords":"Medicine; Delirium; Anticholinergic; Odds ratio; Physical therapy; Test (biology); Rehabilitation; Comorbidity; Anesthesia; Surgery; Internal medicine; Psychiatry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.001399564,0.0002089192,0.0007894037,0.001350331,0.0002458926,0.00004245789,0.0001160827,0.00006008933,0.0002129182],"category_scores_gemma":[0.03905338,0.00024451,0.0004751531,0.001346546,0.00008606658,0.0003451585,0.0001031698,0.001044628,0.000003717281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006923247,"about_ca_system_score_gemma":0.001827031,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004842122,"about_ca_topic_score_gemma":0.0004521495,"domain_scores_codex":[0.9969618,0.0004398075,0.0009739465,0.000305039,0.0008105953,0.0005088549],"domain_scores_gemma":[0.9884301,0.002925723,0.0004105483,0.000113135,0.007842886,0.0002776464],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001730036,0.000260483,0.9308172,0.00009668514,0.000148932,0.01313109,0.003268732,0.0004096414,0.001423925,0.000004917578,0.02972562,0.01898278],"study_design_scores_gemma":[0.0008111468,0.0003678874,0.9196953,0.004085954,0.00004355738,0.006112433,0.06699306,0.00001188385,0.001138642,0.00002911244,0.0003659183,0.0003450793],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956993,0.001483368,0.00009468745,0.00143597,0.0007234921,0.0002642693,0.00002618148,0.00001784944,0.0002549022],"genre_scores_gemma":[0.9831877,0.0002744656,0.00003961918,0.01627719,0.00008869553,0.00001519164,0.00001962694,0.00004204172,0.00005551398],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06372433,"threshold_uncertainty_score":0.9970826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02262875688122569,"score_gpt":0.2594923465557064,"score_spread":0.2368635896744807,"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."}}