{"id":"W2041030643","doi":"10.1186/1471-230x-14-185","title":"MELD score and antibiotics use are predictors of length of stay in patients hospitalized with hepatic encephalopathy","year":2014,"lang":"en","type":"article","venue":"BMC Gastroenterology","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Rifaximin; Hepatic encephalopathy; Hepatology; Internal medicine; Confounding; Antibiotics; Cirrhosis; Emergency medicine; Pediatrics","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":[0.0004562992,0.0001942652,0.0002947103,0.0005251777,0.0003051918,0.0005815878,0.0002713734,0.0003125482,0.0020985],"category_scores_gemma":[0.00373858,0.0001584779,0.0003964293,0.0007883041,0.0001655459,0.0005006054,0.0004088318,0.0006945941,0.0002438238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003565137,"about_ca_system_score_gemma":0.0004767617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002346341,"about_ca_topic_score_gemma":0.00326389,"domain_scores_codex":[0.9995621,0.00009960496,0.0001029307,0.00005035266,0.00008652088,0.00009851017],"domain_scores_gemma":[0.9969077,0.0006333048,0.001669534,0.00006838518,0.0002170004,0.0005040757],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006279998,0.0000127579,0.9993886,0.00000535439,0.000009892521,0.0000343701,0.00001144728,0.00001703112,0.00003810647,0.000002851114,0.00005872508,0.0003580892],"study_design_scores_gemma":[0.000005277607,0.00006505086,0.9991943,0.00001113155,0.00001435386,0.0002209959,0.0001328733,0.000215195,0.00003579318,0.00001200661,0.00009020959,0.000002775947],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987667,0.0004505891,0.00004276695,0.0001467085,0.000009852583,0.000004276281,0.0002686018,0.000003437432,0.0003072048],"genre_scores_gemma":[0.9994602,0.0001202427,0.00005255856,0.00003432706,0.00001321132,0.000003974646,0.0002711145,0.000001252852,0.00004313374],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002346341,"threshold_uncertainty_score":0.007020175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007882244600917855,"score_gpt":0.1972033549920552,"score_spread":0.1893211103911373,"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."}}