{"id":"W2945984874","doi":"10.2196/13627","title":"Descriptive Usability Study of CirrODS: Clinical Decision and Workflow Support Tool for Management of Patients With Cirrhosis","year":2019,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Health Services Research and Development","keywords":"Usability; Workflow; Medicine; Clinical decision support system; Cirrhosis; Decision support system; Computer science; Health information technology; Health care; Medical emergency; Human–computer interaction; Database; Data mining; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004547949,0.000170827,0.0008041363,0.00009114054,0.0001142328,0.000003958987,0.0002778216,0.0003112079,0.0003050436],"category_scores_gemma":[0.0003818446,0.0001175818,0.00006463481,0.0002365909,0.0001195383,0.0001952608,0.0002190968,0.0005782645,0.00002871698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001670641,"about_ca_system_score_gemma":0.0005356385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003146287,"about_ca_topic_score_gemma":0.00006027029,"domain_scores_codex":[0.9946547,0.0003346424,0.003177865,0.0001931432,0.00112758,0.0005120996],"domain_scores_gemma":[0.9956492,0.001985868,0.001054721,0.0005616493,0.0004556566,0.0002928899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007468721,0.00106097,0.9154537,0.004461213,0.000110178,3.554082e-7,0.009753572,8.945496e-7,4.203569e-8,0.0001251631,0.001403622,0.06688347],"study_design_scores_gemma":[0.01341942,0.007461403,0.9405705,0.002023283,0.00008467557,3.231383e-7,0.03006431,0.001491318,6.855843e-7,0.0001479262,0.004533608,0.000202495],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987859,0.000007777548,0.001873267,0.00004187936,0.0005200928,0.009048637,0.00002941923,0.00002479318,0.0005951239],"genre_scores_gemma":[0.9926257,0.00003361175,0.006331509,0.0002753656,0.00003820151,0.0005563775,0.00002174841,0.00001770064,0.00009978459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06668098,"threshold_uncertainty_score":0.4794847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05494402495097796,"score_gpt":0.4489040829161133,"score_spread":0.3939600579651353,"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."}}