{"id":"W4390423369","doi":"10.2139/ssrn.4676940","title":"Impact of Income Levels on the Prevalence of Delirium: A Secondary Analysis of the World Delirium Awareness and Quality Survey in 2023","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; University of Calgary","funders":"","keywords":"Delirium; Environmental health; Quality (philosophy); Business; Socioeconomics; Demographic economics; Psychology; Medicine; Economics; Psychiatry","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":[0.001859361,0.0004063057,0.0005716787,0.0009993655,0.000619567,0.001179442,0.0006203818,0.0007423522,0.002034354],"category_scores_gemma":[0.004771636,0.0004129423,0.001671329,0.002497172,0.0003645798,0.0008921373,0.001251593,0.001301405,0.0004903254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008138779,"about_ca_system_score_gemma":0.0009656432,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06395718,"about_ca_topic_score_gemma":0.05965469,"domain_scores_codex":[0.9983926,0.0005554514,0.000182473,0.0002308395,0.0002315142,0.000407159],"domain_scores_gemma":[0.9969304,0.0004800532,0.001330213,0.0002167607,0.0004471627,0.0005953564],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003634965,0.00007310297,0.9985145,0.00001219791,0.0001808079,0.00003672467,0.00006403357,0.00002549791,0.00003804287,0.00001392423,0.0002660349,0.0004117211],"study_design_scores_gemma":[0.00000634351,0.00004714786,0.9996408,0.000003752163,0.00003154356,0.00001440902,0.0001266821,0.00004852042,0.00001032271,0.000006163457,0.00006176099,0.000002523941],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960979,0.0001571308,0.00005572776,0.00007141324,0.00001539481,0.000008938483,0.003307706,0.000002737844,0.0002830021],"genre_scores_gemma":[0.9961398,0.00007663028,0.00004817958,0.00007378126,0.00001453949,0.0000247491,0.003304207,0.000005201415,0.0003129321],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06395718,"threshold_uncertainty_score":0.1271698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1594608250250425,"score_gpt":0.4657853862534568,"score_spread":0.3063245612284142,"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."}}