{"id":"W7056174059","doi":"","title":"Economic impact of postoperative delirium – Detection of risk factors for further prevention program","year":2022,"lang":"en","type":"dissertation","venue":"bonndoc (University of Bonn)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Delirium; Logistic regression; Observational study; Intensive care unit; Prospective cohort study; Risk assessment; Complication; Odds ratio; Multivariate analysis","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001332549,0.0001579984,0.0003637721,0.0002449136,0.0001165431,0.000007080431,0.000196137,0.00006899288,0.03759021],"category_scores_gemma":[0.00001223711,0.0001826542,0.0005394238,0.0001087302,0.00004389941,0.00004617763,0.00005176815,0.0001552595,0.000001973247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000625237,"about_ca_system_score_gemma":0.0003794231,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0257912,"about_ca_topic_score_gemma":0.004835617,"domain_scores_codex":[0.9991432,0.0000818587,0.0002269416,0.0002279534,0.0001722507,0.000147839],"domain_scores_gemma":[0.9986764,0.00009570953,0.0006944117,0.0001983059,0.0002900494,0.00004516897],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003566311,0.001335083,0.01885379,0.000446534,0.001906817,7.433493e-7,0.01636634,0.0008414857,0.02699154,0.0007051748,0.002179163,0.926807],"study_design_scores_gemma":[0.01100379,0.01402423,0.5356886,0.0003149837,0.00188943,5.039178e-7,0.3688135,0.01478107,0.03473773,0.001320148,0.01590204,0.001524004],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920987,0.00002346466,0.0003403892,0.00001520603,0.00009543175,0.001336885,0.0008775555,0.00001048448,0.005201846],"genre_scores_gemma":[0.9915757,0.00001211579,0.000248234,2.145025e-7,0.00001551049,0.000009439333,0.001329232,0.00001442513,0.006795102],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.925283,"threshold_uncertainty_score":0.9806961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0089432974480907,"score_gpt":0.2762793471051982,"score_spread":0.2673360496571076,"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."}}