{"id":"W2999586971","doi":"10.1007/s41999-019-00278-x","title":"Developing delirium best practice: a systematic review of education interventions for healthcare professionals working in inpatient settings","year":2020,"lang":"en","type":"review","venue":"European Geriatric Medicine","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":88,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Centre for Addiction and Mental Health","funders":"","keywords":"CINAHL; Psychological intervention; Medicine; Delirium; Checklist; MEDLINE; Inclusion (mineral); Systematic review; Health care; Nursing; Cochrane Library; Intervention (counseling); Family medicine; Psychiatry; Meta-analysis; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003061142,0.0005521638,0.004602822,0.001027047,0.00007376748,0.000008415766,0.0002994781,0.0001325395,0.00003327033],"category_scores_gemma":[0.1292651,0.0004069777,0.0007390351,0.001921445,0.00007523967,0.00006804873,0.000155057,0.0007593175,0.00004275224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006003546,"about_ca_system_score_gemma":0.002392379,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001245314,"about_ca_topic_score_gemma":0.000001371916,"domain_scores_codex":[0.9924147,0.002249631,0.003775801,0.000631797,0.0005804665,0.0003476461],"domain_scores_gemma":[0.9828103,0.001623118,0.003634391,0.0004801889,0.0112467,0.0002052645],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00002201006,0.0001605522,0.000001257492,0.8388216,0.0002027006,0.00003714212,0.0004847431,4.947102e-9,1.046107e-7,0.0001105815,0.01240969,0.1477495],"study_design_scores_gemma":[0.0004346965,0.0004558916,0.000001322823,0.6971024,0.005509051,0.0001365677,0.004966647,6.470443e-7,1.081985e-7,0.000004922752,0.2911831,0.000204667],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[4.017591e-7,0.9599563,0.001167422,0.02257062,0.0012323,0.01348757,0.00002392813,0.0000369325,0.001524469],"genre_scores_gemma":[0.000008724948,0.9531432,0.002951847,0.04063933,0.0005644443,0.0009032119,0.001406108,0.0001476177,0.0002354909],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2787734,"threshold_uncertainty_score":0.9998382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09197751322419952,"score_gpt":0.4529463634466646,"score_spread":0.3609688502224651,"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."}}