{"id":"W4392058432","doi":"10.1186/s13019-024-02568-3","title":"Risk factors for postoperative delirium in elderly patients undergoing heart valve surgery with cardiopulmonary bypass","year":2024,"lang":"en","type":"article","venue":"Journal of Cardiothoracic Surgery","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Wenzhou Municipal Science and Technology Bureau","keywords":"Medicine; Cardiac surgery; Intensive care unit; Delirium; Cardiopulmonary bypass; Cardiothoracic surgery; Mechanical ventilation; Anesthesia; Surgery; Internal medicine; Intensive care medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001681227,0.000399841,0.001673686,0.00149548,0.0001000838,0.0000890727,0.00006972698,0.0001935441,0.00001606396],"category_scores_gemma":[0.01389813,0.0003009557,0.002137286,0.0007330208,0.000123244,0.0004927809,0.00002353425,0.0007924209,0.000005508646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004559624,"about_ca_system_score_gemma":0.00153072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004584647,"about_ca_topic_score_gemma":0.00001457308,"domain_scores_codex":[0.9968088,0.0004555157,0.001014363,0.0003819178,0.0008045291,0.0005349352],"domain_scores_gemma":[0.9810338,0.008269689,0.0003395357,0.0002225123,0.009887435,0.0002470344],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002305299,0.0001413545,0.9379908,0.0004297011,0.00243211,0.001241889,0.0008265589,0.0002264694,0.0001416845,0.000003391861,0.04005066,0.01421006],"study_design_scores_gemma":[0.002298962,0.002839311,0.9351242,0.01006681,0.003166829,0.002355551,0.02180153,0.0001913984,0.00362888,0.0001185713,0.0170666,0.001341328],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886638,0.004620858,0.002141569,0.001294058,0.002265812,0.0005614394,0.0001006667,0.00004179284,0.0003100237],"genre_scores_gemma":[0.9968178,0.0004775881,0.0002606148,0.001787998,0.0003886156,0.00001996597,0.00007581828,0.0001150845,0.00005654562],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02298406,"threshold_uncertainty_score":0.9999443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01908181560394839,"score_gpt":0.286741252519674,"score_spread":0.2676594369157256,"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."}}