{"id":"W3014886217","doi":"10.2196/17770","title":"A Smartphone App to Manage Cirrhotic Ascites Among Outpatients: Feasibility Study","year":2020,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Massachusetts General Hospital","keywords":"Medicine; Ascites; Cirrhosis; Electronic medical record; Weight loss; Medical record; Adverse effect; Emergency medicine; Internal medicine; Obesity","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":[0.0034287,0.0005495675,0.0004915058,0.0006741799,0.000632917,0.0009095945,0.0004312992,0.0007864606,0.003021784],"category_scores_gemma":[0.007048908,0.0004252226,0.0009086736,0.0002645565,0.0004296737,0.001114707,0.0008469002,0.0008984018,0.0007503962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003596082,"about_ca_system_score_gemma":0.001536606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009577815,"about_ca_topic_score_gemma":0.001825124,"domain_scores_codex":[0.998516,0.0007016815,0.0001520323,0.0001000205,0.0002823232,0.0002478788],"domain_scores_gemma":[0.9965294,0.001609931,0.0004160783,0.0001446221,0.0006015282,0.0006984081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.02432203,0.220498,0.5158588,0.004675893,0.0006500069,0.00558757,0.01055666,0.0004735423,0.01268283,0.000553608,0.006993264,0.1971478],"study_design_scores_gemma":[0.01275953,0.4418124,0.5084414,0.0008979227,0.0008109328,0.00423191,0.01371018,0.003749111,0.002615303,0.0002295531,0.01058797,0.0001538571],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931289,0.0001450736,0.0003793931,0.0002566456,0.00003493898,0.005050498,0.0002115892,0.00001967538,0.0007733307],"genre_scores_gemma":[0.9840895,0.0007086037,0.004705478,0.0007426501,0.00009456126,0.008739206,0.0003421995,0.00001118706,0.0005666128],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0034287,"threshold_uncertainty_score":0.01813293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02592301407061308,"score_gpt":0.3031165851463938,"score_spread":0.2771935710757807,"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."}}