{"id":"W4410405216","doi":"10.1093/eurheartjsupp/suaf076.273","title":"FRAILTY MEETS NURSING COMPLEXITY: EXPLORING THEIR IMPACT ON HOSPITAL LENGTH OF STAY IN HEART FAILURE PATIENTS","year":2025,"lang":"en","type":"article","venue":"European Heart Journal Supplements","topic":"Frailty in Older Adults","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Hospital Foundation","funders":"","keywords":"Medicine; Heart failure; Nursing; Intensive care medicine; Gerontology; Cardiology","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":[0.001465894,0.0004373571,0.0005658382,0.001631178,0.0004527789,0.001293141,0.0004406789,0.0005533495,0.002504476],"category_scores_gemma":[0.005485228,0.0001925324,0.001262462,0.001668593,0.0003509647,0.001031733,0.001243829,0.000954986,0.0002361288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007061845,"about_ca_system_score_gemma":0.001022642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004119126,"about_ca_topic_score_gemma":0.005323073,"domain_scores_codex":[0.9988337,0.000479069,0.0001369147,0.0001467606,0.0002028908,0.0002006611],"domain_scores_gemma":[0.9957585,0.001162296,0.001692081,0.0001130938,0.0003192248,0.0009547877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009518652,0.00004447738,0.9981993,0.00002059303,0.00007252971,0.00002007182,0.00007050703,0.0000468041,0.00002506983,0.00001499057,0.0000445617,0.001345911],"study_design_scores_gemma":[0.000003847384,0.000132623,0.9989273,0.00001819313,0.00004084782,0.00005254276,0.0002974018,0.0003809479,0.0000136923,0.00004725573,0.00007965888,0.000005771108],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982894,0.0007408771,0.000148104,0.0001293561,0.000008242384,0.0000142427,0.0002625598,0.00000213104,0.0004050477],"genre_scores_gemma":[0.9994352,0.0001269775,0.0001230199,0.00002206915,0.00002155041,0.00001484041,0.0001906852,9.596021e-7,0.00006456629],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004119126,"threshold_uncertainty_score":0.008378267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08202970239542365,"score_gpt":0.3520217785844819,"score_spread":0.2699920761890583,"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."}}