{"id":"W4411625843","doi":"10.1097/ccm.0000000000006755","title":"Preventing Delirium in Hospitalized Patients: No Magic Bullets","year":2025,"lang":"en","type":"article","venue":"Critical Care Medicine","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Population Health Research Institute","funders":"","keywords":"Medicine; Delirium; MAGIC (telescope); Intensive care medicine; MEDLINE; Emergency medicine","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":[0.02537962,0.001768252,0.005546068,0.001803048,0.00267203,0.007094765,0.004934338,0.01006786,0.01410819],"category_scores_gemma":[0.1208729,0.001079686,0.002522363,0.0009974298,0.008982546,0.01795706,0.00490029,0.02254187,0.003645897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002452047,"about_ca_system_score_gemma":0.007000566,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003026686,"about_ca_topic_score_gemma":0.008157711,"domain_scores_codex":[0.9861269,0.00656473,0.001810912,0.0009176563,0.004045123,0.0005346072],"domain_scores_gemma":[0.8966225,0.06908169,0.005388748,0.004940185,0.0157851,0.008181809],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003438656,0.001517863,0.006156883,0.009206855,0.002464189,0.0005574157,0.0007819929,0.0009706587,0.0007960577,0.03359938,0.4062418,0.5342683],"study_design_scores_gemma":[0.007961487,0.005125646,0.02300822,0.0829666,0.004661484,0.001402219,0.006223428,0.002955265,0.001457927,0.3698124,0.4933092,0.00111629],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004117198,0.1746885,0.003107136,0.7830102,0.02642471,0.00008456368,0.0001938615,0.0001945372,0.008179237],"genre_scores_gemma":[0.1054759,0.2390548,0.0167426,0.5364181,0.09543881,0.0005681062,0.0002373657,0.000278339,0.005786093],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02537962,"threshold_uncertainty_score":0.1342219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009230928173534799,"score_gpt":0.3137765204457296,"score_spread":0.3045455922721948,"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."}}