{"id":"W3120397475","doi":"10.1002/lary.29375","title":"Longitudinal Assessment of Frailty and Quality of Life in Patients Undergoing Head and Neck Surgery","year":2021,"lang":"en","type":"article","venue":"The Laryngoscope","topic":"Frailty in Older Adults","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; Public Health Ontario; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Quality of life (healthcare); Frailty Index; Prospective cohort study; Cohort; Logistic regression; Univariate analysis; Internal medicine; Head and neck cancer; Cohort study; Surgery; Physical therapy; Multivariate analysis; Cancer","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":[0.001330917,0.0002149748,0.0003151949,0.0005356445,0.0004448705,0.0004513915,0.0002582176,0.0003588454,0.0007365131],"category_scores_gemma":[0.003179713,0.0001809915,0.000503595,0.000583643,0.0002030173,0.0004868583,0.0005058192,0.0006098203,0.0001997844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000257373,"about_ca_system_score_gemma":0.000424948,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00475224,"about_ca_topic_score_gemma":0.006954306,"domain_scores_codex":[0.9996007,0.0001241277,0.00004206788,0.00006589676,0.00008268633,0.00008454633],"domain_scores_gemma":[0.9982725,0.0002236934,0.000825208,0.0001118381,0.00023288,0.000333913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007819752,0.00002905389,0.9992846,0.00000255396,0.00002367899,0.00001077594,0.00003030652,0.00001337312,0.00004801894,0.00000154196,0.00002451667,0.0004534493],"study_design_scores_gemma":[0.000006209184,0.0002076332,0.999428,0.000003585172,0.00001271636,0.00007452453,0.00007574361,0.00009582646,0.00002451495,0.000005217047,0.00006377541,0.00000226249],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994878,0.0001241829,0.00003964748,0.00002450457,0.000002954366,0.000005919298,0.0002340555,0.000001106581,0.00007984089],"genre_scores_gemma":[0.9993242,0.000057226,0.00006819732,0.00001897468,0.000004952457,0.00001053401,0.0004418904,5.010699e-7,0.00007353881],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00475224,"threshold_uncertainty_score":0.009449184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07215680154422367,"score_gpt":0.3473502890766892,"score_spread":0.2751934875324655,"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."}}