{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005996838,0.0006130391,0.0004633441,0.00067521,0.0003212555,0.0005433153,0.000294628,0.0005614624,0.0110896],"category_scores_gemma":[0.00300763,0.0002060927,0.0006327086,0.0003020701,0.00009391241,0.0006482386,0.0005970456,0.0004772671,0.003344935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001170282,"about_ca_system_score_gemma":0.0002260463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008307077,"about_ca_topic_score_gemma":0.00199276,"domain_scores_codex":[0.9996325,0.0001258413,0.00006563518,0.00005618215,0.00006704055,0.00005267827],"domain_scores_gemma":[0.9981819,0.0007109461,0.0004695899,0.00006982874,0.0002909614,0.000276785],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003381569,0.004386938,0.6820417,0.001616169,0.0002343037,0.0007730228,0.001279719,0.0002343127,0.007107297,0.0001476588,0.04611029,0.252687],"study_design_scores_gemma":[0.0003323873,0.005032045,0.9748027,0.0003310364,0.0002348101,0.001089258,0.0007065228,0.001440454,0.001538595,0.0001687356,0.0142535,0.00006997963],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9527046,0.001396671,0.002806,0.002536431,0.0002943444,0.004125484,0.01397605,0.00160838,0.02055193],"genre_scores_gemma":[0.9648647,0.001659623,0.01556107,0.001917524,0.0003049459,0.004314164,0.004025811,0.00004541466,0.007306669],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0110896,"threshold_uncertainty_score":0.03709841,"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."}}