{"id":"W4282935302","doi":"10.1093/ageing/afac126.005","title":"933 FACTORS ASSOCIATED WITH LENGTH OF STAY ON OLDER PEOPLE’S MEDICINE WARDS","year":2022,"lang":"en","type":"article","venue":"Age and Ageing","topic":"Frailty in Older Adults","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Population and Public Health","funders":"","keywords":"Medicine; Delirium; Logistic regression; Emergency medicine; Internal medicine; Pediatrics; Intensive care 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":[0.0005063048,0.000218308,0.0003982292,0.0008091678,0.0004101101,0.0006204341,0.0003156372,0.0003539731,0.008393889],"category_scores_gemma":[0.002855412,0.0001955835,0.0004728182,0.001141172,0.0002645119,0.0003589191,0.0004694846,0.0004765166,0.0007096197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000568002,"about_ca_system_score_gemma":0.000633301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02013651,"about_ca_topic_score_gemma":0.02297199,"domain_scores_codex":[0.9993194,0.0001142254,0.000134191,0.00007949765,0.0002144892,0.000138267],"domain_scores_gemma":[0.9964048,0.0005069525,0.001807744,0.00007333719,0.0004327779,0.0007743754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001844995,0.00000987215,0.999069,0.00001490609,0.00001863231,0.00003966482,0.00002997366,0.00001005148,0.00003719374,0.000002990681,0.0001920752,0.0005570316],"study_design_scores_gemma":[8.324258e-7,0.00001604268,0.9997165,0.00001216507,0.000002825699,0.00005343109,0.00007680237,0.00002397128,0.000005635712,0.000002598639,0.00008795883,0.000001316104],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996956,0.0006573505,0.00003986821,0.0002224841,0.00002667075,0.00000848534,0.001054669,0.000004296636,0.001030167],"genre_scores_gemma":[0.9985747,0.0002307313,0.00005331656,0.00005028259,0.00003058905,0.000009193831,0.000685491,0.000001659442,0.0003640478],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02013651,"threshold_uncertainty_score":0.04003859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02505773840382707,"score_gpt":0.2611758119173185,"score_spread":0.2361180735134915,"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."}}