{"id":"W2977964590","doi":"10.2196/15229","title":"A Smartphone App for Patients With End-Stage Liver Disease Can Detect Behavioral Changes That Predict Liver-Related Events","year":2019,"lang":"en","type":"article","venue":"Iproceedings","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Liver disease; Hepatic encephalopathy; Disease; Stage (stratigraphy); Patient portal; Model for End-Stage Liver Disease; Prospective cohort study; Internal medicine; Emergency medicine; Health care; Cirrhosis; Liver transplantation","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":[0.00006546564,0.000241673,0.0002526157,0.000134401,0.00009575516,0.00002316532,0.00009492721,0.00009002483,0.0002648426],"category_scores_gemma":[0.000005373245,0.0001951979,0.00009621811,0.0001501736,0.00004136748,0.000231198,0.00002100584,0.0001241556,0.00004836257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008389846,"about_ca_system_score_gemma":0.00008757592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001975197,"about_ca_topic_score_gemma":0.00005103143,"domain_scores_codex":[0.9986064,0.000006293733,0.0001484051,0.0004176097,0.0004663412,0.0003548948],"domain_scores_gemma":[0.9991589,0.0000265907,0.0001157659,0.0001420937,0.0001998221,0.0003568883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003197238,0.0004367164,0.9907448,0.0009607261,0.0002196555,0.00004264088,0.001921254,5.893133e-7,0.0004348194,0.00002079278,0.0001377466,0.001882977],"study_design_scores_gemma":[0.00809274,0.001810378,0.9846066,0.0005181066,0.001829872,0.00000528111,0.0001698873,0.0002101855,0.002110481,0.00001954774,0.0003341084,0.000292844],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966533,0.0001752168,0.00001936522,0.00009552645,0.000150351,0.002037698,0.0006074224,0.0001539644,0.0001071934],"genre_scores_gemma":[0.9972175,0.00009655486,0.0001122127,0.0001800959,0.00006783427,0.0001820786,0.0008512345,0.00005446853,0.001238051],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006138275,"threshold_uncertainty_score":0.7959938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01447860073975919,"score_gpt":0.2305340707277339,"score_spread":0.2160554699879748,"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."}}