{"id":"W4403720707","doi":"10.14309/01.ajg.0001037460.68516.c0","title":"S2023 Readmission Rates for Patients with Cirrhosis at Royal University Hospital","year":2024,"lang":"en","type":"article","venue":"The American Journal of Gastroenterology","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Medicine; Cirrhosis; University hospital; Emergency medicine; General surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0008967475,0.00021163,0.0002381867,0.001394476,0.0004095407,0.0007339924,0.0003616739,0.0003238824,0.009768611],"category_scores_gemma":[0.003686406,0.0001721236,0.0004699503,0.001175165,0.0002143236,0.0003915562,0.000700045,0.0004306819,0.001784744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001043163,"about_ca_system_score_gemma":0.001029356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0160504,"about_ca_topic_score_gemma":0.01730812,"domain_scores_codex":[0.9985624,0.0002690344,0.0003015733,0.0001511915,0.0004151985,0.0003006515],"domain_scores_gemma":[0.9946458,0.0004541476,0.003136821,0.0001116884,0.0007581561,0.0008933679],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004540281,0.00001904254,0.9943764,0.00004932726,0.00001766027,0.00009996018,0.0001157108,0.00003331772,0.00009180888,0.00001529504,0.00160285,0.00353311],"study_design_scores_gemma":[0.000003039004,0.00006967255,0.9985124,0.00003847248,0.000005635241,0.0003639598,0.0002493296,0.00008301168,0.00007854225,0.000008915112,0.0005826223,0.000004250386],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881743,0.001116879,0.0001125509,0.000512493,0.00004314198,0.00004187286,0.006672969,0.00006652476,0.003259276],"genre_scores_gemma":[0.9963416,0.0003786047,0.0001344301,0.0001016973,0.00003733153,0.00001931964,0.002404074,0.000005908531,0.0005769603],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0160504,"threshold_uncertainty_score":0.03267926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004352356853840798,"score_gpt":0.2350363967043088,"score_spread":0.230684039850468,"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."}}