{"id":"W3200680840","doi":"10.2196/27748","title":"A Web-Based, Population-Based Cirrhosis Identification and Management System for Improving Cirrhosis Care: Qualitative Formative Evaluation","year":2021,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; VA National Center for Patient Safety; Center for Innovations in Quality, Effectiveness and Safety; Quality Enhancement Research Initiative; U.S. Department of Veterans Affairs","keywords":"Cirrhosis; Medicine; Population; Health care; Specialty; Formative assessment; Nursing; Family medicine; Psychology; Internal medicine; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1357067,0.001560764,0.001087567,0.002356156,0.004569598,0.00332302,0.003876969,0.001521734,0.00561009],"category_scores_gemma":[0.1307425,0.001033378,0.00166274,0.002884011,0.004285381,0.0022566,0.006367896,0.001793634,0.0006841199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01582208,"about_ca_system_score_gemma":0.02701433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005156009,"about_ca_topic_score_gemma":0.01087898,"domain_scores_codex":[0.9068407,0.07894677,0.003379442,0.002095722,0.005365326,0.003372152],"domain_scores_gemma":[0.8319188,0.1295563,0.005823254,0.005798406,0.02363501,0.003268298],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.003332316,0.01020988,0.01303623,0.01700049,0.0002523925,0.001317741,0.4655151,0.0033079,0.006701448,0.006471035,0.0114404,0.4614151],"study_design_scores_gemma":[0.0078154,0.02966406,0.03599585,0.02198784,0.001178235,0.0008128607,0.7149867,0.01048099,0.03869877,0.01305598,0.1247868,0.0005363972],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7204223,0.001081964,0.07094831,0.004963436,0.000549215,0.1754726,0.004826544,0.0006089456,0.02112656],"genre_scores_gemma":[0.5334609,0.001232333,0.2309583,0.002310325,0.0001124086,0.2249799,0.001205462,0.000221092,0.005519374],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1357067,"threshold_uncertainty_score":0.717694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06387287338222061,"score_gpt":0.435503592106431,"score_spread":0.3716307187242104,"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."}}