{"id":"W6960058948","doi":"10.1192/j.eurpsy.2023.1101","title":"Are We Adequately Assessing Delirium? An Analysis Of Liaison Psychiatry Referrals","year":2023,"lang":"en","type":"article","venue":"PubMed Central","topic":"Genetic diversity and population structure","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Delirium; Referral; Cognition; Liaison psychiatry; Nice; Neuroimaging; Cognitive Assessment System; Cognitive impairment","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006941665,0.0003403287,0.001113825,0.005631797,0.001070931,0.0017284,0.001440027,0.001198681,0.002203431],"category_scores_gemma":[0.06672386,0.00044913,0.0009182291,0.007240276,0.0006413431,0.001985876,0.002223276,0.0008526032,0.0005357098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002264364,"about_ca_system_score_gemma":0.002831677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01121381,"about_ca_topic_score_gemma":0.01335762,"domain_scores_codex":[0.9865493,0.004206812,0.003614755,0.001260557,0.00326263,0.001106021],"domain_scores_gemma":[0.9465054,0.01807375,0.02422972,0.001037361,0.007664262,0.002489488],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001379181,0.00003983471,0.9891916,0.0002218357,0.00005904862,0.0005053604,0.001583622,0.00003606356,0.00007104042,0.00003870948,0.0007810635,0.007333776],"study_design_scores_gemma":[0.00001348625,0.0001169497,0.9895308,0.0004738043,0.00006277316,0.00140985,0.00717173,0.0002452721,0.00003852459,0.00005589019,0.0008668082,0.00001413683],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913316,0.004199183,0.0001951505,0.00159547,0.00004011939,0.0001350855,0.0009969721,0.00001561425,0.001490867],"genre_scores_gemma":[0.9974599,0.001280491,0.0002241393,0.0002655462,0.00005154121,0.0001024197,0.0005125643,0.000005790087,0.00009757279],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01121381,"threshold_uncertainty_score":0.03671145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05655594851852697,"score_gpt":0.2984335903327851,"score_spread":0.2418776418142581,"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."}}