{"id":"W3112835385","doi":"10.1002/lio2.491","title":"Evaluation of the <scp>Braden</scp> scale in predicting surgical outcomes in older patients undergoing major head and neck surgery","year":2020,"lang":"en","type":"article","venue":"Laryngoscope Investigative Otolaryngology","topic":"Frailty in Older Adults","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University Health Network","funders":"University of Toronto; Physicians' Services Incorporated Foundation","keywords":"Medicine; Logistic regression; Head and neck cancer; Stepwise regression; Complication; Surgery; Univariate analysis; Cohort; Multivariate analysis; Physical therapy; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002617984,0.0003238218,0.0004565731,0.0008095491,0.0003572684,0.0007502164,0.0004435625,0.0004885377,0.002257741],"category_scores_gemma":[0.009710168,0.0001792977,0.0006178118,0.0007346719,0.0002691376,0.0004901981,0.0005103333,0.0006521639,0.0002763908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003438309,"about_ca_system_score_gemma":0.0005930069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00348906,"about_ca_topic_score_gemma":0.006252434,"domain_scores_codex":[0.9993562,0.0002166196,0.0001104259,0.00006847551,0.0001661249,0.00008219866],"domain_scores_gemma":[0.9964219,0.0008495722,0.001461389,0.0001976959,0.0006074677,0.0004620262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001444732,0.00004625269,0.9974086,0.00002465935,0.00006723274,0.0000118385,0.00001706579,0.00002639678,0.000029016,0.000006666606,0.0001195382,0.002098178],"study_design_scores_gemma":[0.00002874494,0.0003500569,0.9989284,0.00004259224,0.00006807201,0.00006307946,0.00005416202,0.0002992691,0.00003007165,0.00002155358,0.0001100474,0.000003933862],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975519,0.0009621347,0.0001351967,0.0001616432,0.00002441428,0.00004734971,0.0004320733,0.000003933791,0.000681515],"genre_scores_gemma":[0.9989597,0.0002678284,0.0002130677,0.00003252252,0.00002722656,0.00002864893,0.0003633207,0.000001025424,0.0001066838],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00348906,"threshold_uncertainty_score":0.01384538,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03791852606739343,"score_gpt":0.2872761507465105,"score_spread":0.249357624679117,"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."}}