{"id":"W4408245036","doi":"10.1111/ajag.70011","title":"Health‐care staff perspectives in optimising delirium prevention using data‐driven interventions","year":2025,"lang":"en","type":"article","venue":"Australasian Journal on Ageing","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Monash University; Eastern Health","keywords":"Delirium; Psychological intervention; Thematic analysis; Medicine; Health care; Accountability; Workflow; Nursing; Qualitative research; Medical education; Psychiatry; Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003555452,0.0002076399,0.0003952108,0.0009422071,0.0002690688,0.0001059954,0.0002091727,0.00008795325,0.00009582489],"category_scores_gemma":[0.002032235,0.0002123535,0.0002615645,0.0005003397,0.00008328469,0.0003632396,0.00009470092,0.0009993647,0.000007560898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008824229,"about_ca_system_score_gemma":0.0005166427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003465469,"about_ca_topic_score_gemma":0.0001100595,"domain_scores_codex":[0.9980931,0.0002483164,0.0006143968,0.0003779684,0.000247131,0.0004190557],"domain_scores_gemma":[0.9969028,0.00005674285,0.0002570478,0.0003241116,0.00231028,0.000148966],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.005137024,0.008307091,0.04654181,0.007640303,0.005825891,0.02038843,0.1164215,0.03003331,0.01135974,0.00926023,0.06005146,0.6790332],"study_design_scores_gemma":[0.007579454,0.002441103,0.06323907,0.05087491,0.0005886328,0.001099112,0.8667449,0.004405565,0.000445225,0.0005139149,0.00142712,0.0006409468],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9073734,0.003035963,0.05027219,0.03006649,0.001020585,0.00112919,0.00003914003,0.00008453202,0.006978553],"genre_scores_gemma":[0.9906651,0.0001102268,0.006801192,0.001805588,0.000119788,0.000002716896,0.00007365679,0.00002880935,0.0003929351],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7503235,"threshold_uncertainty_score":0.8659523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08008057801486321,"score_gpt":0.4157032810964068,"score_spread":0.3356227030815436,"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."}}