{"id":"W2891186424","doi":"10.1093/ageing/afy126.43","title":"127DELIRIUM PREVENTION IN ELECTIVE ORTHOPAEDIC SURGERY: A QUALITY IMPROVEMENT PROJECT","year":2018,"lang":"en","type":"article","venue":"Age and Ageing","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Quality management; Orthopedic surgery; General surgery; Surgery; Operations management","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":[],"consensus_categories":[],"category_scores_codex":[0.0004227966,0.00009326861,0.0001983377,0.0001222638,0.00005506742,0.00001743962,0.0000213972,0.00004709439,0.00003259229],"category_scores_gemma":[0.0001340444,0.0000766711,0.00007046325,0.0002228914,0.00005309427,0.00008208999,0.00002608226,0.0001080499,0.000004196744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002620982,"about_ca_system_score_gemma":0.00008445563,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009290396,"about_ca_topic_score_gemma":0.001126025,"domain_scores_codex":[0.9991517,0.00005589971,0.0002214444,0.0002278509,0.0001312316,0.0002118397],"domain_scores_gemma":[0.9997024,0.00004210498,0.00005127149,0.0001097296,0.00005505551,0.00003946332],"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":[0.000659673,0.0008167879,0.1710485,0.0006780999,0.000194247,0.002901025,0.006725013,2.018658e-7,0.07774067,0.000137038,0.004075642,0.7350231],"study_design_scores_gemma":[0.001765893,0.0008765499,0.9874418,0.0003251962,0.00006573428,0.00001962114,0.002255812,0.00006988619,0.002744638,0.0009688529,0.003226127,0.0002398813],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996349,0.0001674015,0.0001472139,0.0003090725,0.00007138048,0.0004258703,9.069166e-7,0.00003188099,0.002497288],"genre_scores_gemma":[0.9986882,0.00008897403,0.00007898435,0.000487981,0.0001454471,0.0000329283,0.00001635928,0.00000882775,0.0004523265],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8163933,"threshold_uncertainty_score":0.3126557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03506336760271342,"score_gpt":0.3297126244280621,"score_spread":0.2946492568253487,"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."}}