{"id":"W4377294421","doi":"10.3390/jpm13050869","title":"Is Frailty a Good Predictor of Postoperative Complications in Elective Abdominal Surgery?—A Single-Center, Prospective, Observational Study","year":2023,"lang":"en","type":"article","venue":"Journal of Personalized Medicine","topic":"Frailty in Older Adults","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Perioperative; Anesthesiology; Observational study; Prospective cohort study; Frailty Index; Elective surgery; Abdominal surgery; Surgery; Internal medicine; Anesthesia","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":[0.002013471,0.0003031477,0.0006995668,0.0006717123,0.0005803624,0.0007790342,0.0004522816,0.0006170271,0.001125564],"category_scores_gemma":[0.003547634,0.0003214552,0.0008104808,0.0009498363,0.0004488642,0.0007161658,0.0005161682,0.0007307098,0.0001914614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001958055,"about_ca_system_score_gemma":0.0004127442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002130519,"about_ca_topic_score_gemma":0.002875031,"domain_scores_codex":[0.9991251,0.000271422,0.0001429847,0.0002185699,0.0001433679,0.00009865584],"domain_scores_gemma":[0.9971641,0.0005675987,0.001143774,0.0003469023,0.0002120837,0.000565563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001833221,0.00006211115,0.999096,0.00001258621,0.00007625049,0.00003614698,0.00005334027,0.000009606299,0.00009898801,0.00000535766,0.00003026635,0.0003359243],"study_design_scores_gemma":[0.00002289261,0.0005717164,0.9985839,0.00001368769,0.00008432447,0.0002503076,0.0001905624,0.0001365321,0.0000333682,0.00001696871,0.00008985526,0.000005827379],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993895,0.0002382506,0.00008945978,0.00002321633,0.000006601249,0.000009907163,0.0001525156,0.000001213331,0.00008934135],"genre_scores_gemma":[0.9995704,0.00007562896,0.00006071564,0.00002868639,0.00001238284,0.000009135134,0.0002123438,9.682597e-7,0.00002970634],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002130519,"threshold_uncertainty_score":0.01064837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.174505620357899,"score_gpt":0.381497452780547,"score_spread":0.2069918324226481,"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."}}