{"id":"W2975091319","doi":"10.2196/12141","title":"The Added Value of In-Hospital Tracking of the Efficacy of Decongestion Therapy and Prognostic Value of a Wearable Thoracic Impedance Sensor in Acutely Decompensated Heart Failure With Volume Overload: Prospective Cohort Study","year":2019,"lang":"en","type":"article","venue":"JMIR Cardio","topic":"Body Composition Measurement Techniques","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universiteit Hasselt; Limburg Sterk Merk","keywords":"Medicine; Volume overload; Prospective cohort study; Bioelectrical impedance analysis; Intravascular volume status; Heart failure; Internal medicine; Cohort; Cardiology; Intensive care medicine; Body mass index; Hemodynamics","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":[0.001953069,0.0007585489,0.000785228,0.0008213455,0.0005658708,0.00118912,0.000675092,0.001215944,0.001335863],"category_scores_gemma":[0.004320948,0.0004518888,0.001534594,0.0009501061,0.0004053198,0.0008137511,0.0007681905,0.001082203,0.0003178371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003720344,"about_ca_system_score_gemma":0.0004317192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002704402,"about_ca_topic_score_gemma":0.002282913,"domain_scores_codex":[0.9987904,0.0003924503,0.0001107612,0.0003696762,0.0001503798,0.0001863187],"domain_scores_gemma":[0.9967939,0.0006527938,0.0008573054,0.000721484,0.0003881115,0.0005864021],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002117313,0.0001923031,0.9956975,0.0000147039,0.0003567671,0.00009148454,0.00006916385,0.00005683916,0.0002256267,0.000009359023,0.00005554907,0.001113366],"study_design_scores_gemma":[0.00007796741,0.001324187,0.9971739,0.00000811061,0.0002985842,0.0001888314,0.000136287,0.000525287,0.0001029141,0.00002462695,0.000123552,0.0000158273],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992594,0.0001832383,0.0001174125,0.0000198221,0.00001729304,0.00001644465,0.0002382208,0.000003013728,0.0001452168],"genre_scores_gemma":[0.9993584,0.00008020915,0.00009675439,0.00001775262,0.00002348816,0.00001727966,0.000306164,0.000002635146,0.00009750097],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002704402,"threshold_uncertainty_score":0.01032895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009597727594814458,"score_gpt":0.2805462632529057,"score_spread":0.2709485356580912,"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."}}