{"id":"W2413290151","doi":"10.47102/annals-acadmedsg.v41n11p494","title":"Socio-demographic and Clinical Profile of Admissions to Community Hospitals in Singapore from 1996 to 2005: A Descriptive Study","year":2012,"lang":"en","type":"article","venue":"Annals of the Academy of Medicine Singapore","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Demography; Descriptive statistics; Univariate analysis; Medical record; Community hospital; Multivariate analysis; Internal 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":[0.0007430246,0.0002617131,0.0003276849,0.00226376,0.0005017287,0.0006328516,0.000381237,0.0003093041,0.001370996],"category_scores_gemma":[0.001483954,0.0002746298,0.0003978606,0.002174593,0.0003174595,0.000737243,0.0006449118,0.0003657479,0.0003446795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001012816,"about_ca_system_score_gemma":0.0006865086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01040496,"about_ca_topic_score_gemma":0.01418256,"domain_scores_codex":[0.9993731,0.0001003719,0.0002007626,0.0001051391,0.0001338572,0.00008671283],"domain_scores_gemma":[0.9973055,0.000189221,0.001586243,0.00007609431,0.0003603198,0.0004825761],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002752827,0.0000190212,0.9988568,0.00001367526,0.00001387102,0.00007911627,0.0002062243,0.00001072067,0.00005114111,0.000003653132,0.0001009494,0.0006172511],"study_design_scores_gemma":[0.000001651018,0.00007171767,0.9989181,0.000009257569,0.000004926904,0.0002017502,0.0005958671,0.00003372276,0.00002038007,0.000003037196,0.0001366325,0.000003109085],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983999,0.0001153451,0.00002238654,0.00003540071,0.000002369986,0.00001477156,0.001177116,0.000003096769,0.0002295863],"genre_scores_gemma":[0.9976418,0.0001761506,0.00007703224,0.00004275098,0.000006832359,0.00003727943,0.001870492,0.000001433133,0.0001462734],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01040496,"threshold_uncertainty_score":0.02068883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1614111162599854,"score_gpt":0.4372608590544723,"score_spread":0.2758497427944868,"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."}}