{"id":"W1932289900","doi":"10.2196/resprot.4899","title":"Detecting Heart Failure Decompensation by Measuring Transthoracic Bioimpedance in the Outpatient Setting: Rationale and Design of the SENTINEL-HF Study","year":2015,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Center for Advancing Translational Sciences","keywords":"Decompensation; Medicine; Acute decompensated heart failure; Heart failure; Internal medicine; Cardiology; Emergency medicine; Intensive care medicine","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":[0.02939066,0.001635728,0.001348188,0.0007882719,0.001148886,0.0009564369,0.001506877,0.001467332,0.001706805],"category_scores_gemma":[0.01500344,0.0008394443,0.00145007,0.0008654143,0.001788491,0.0009070616,0.00150598,0.001276258,0.0006420433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005570028,"about_ca_system_score_gemma":0.002377727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001156553,"about_ca_topic_score_gemma":0.00166747,"domain_scores_codex":[0.9839492,0.01215598,0.0009762458,0.001363308,0.001095909,0.0004593309],"domain_scores_gemma":[0.9928071,0.002317567,0.001243322,0.001031818,0.00162015,0.0009800532],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.06223501,0.01587922,0.8815033,0.001122389,0.001577255,0.0004019263,0.001519967,0.001559025,0.005077928,0.002276517,0.002122112,0.02472535],"study_design_scores_gemma":[0.04363091,0.2603028,0.6548691,0.0006253603,0.002604891,0.001057115,0.001978078,0.009400353,0.004435501,0.004114077,0.01668846,0.0002933348],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"protocol","genre_scores_codex":[0.8919429,0.001429684,0.02261492,0.001000099,0.0006258785,0.07535858,0.002868563,0.00006806483,0.004091291],"genre_scores_gemma":[0.8444425,0.0005282231,0.039145,0.001353323,0.0007659099,0.1102905,0.002687752,0.00003120381,0.0007555984],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.02939066,"threshold_uncertainty_score":0.1554345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3367560569066551,"score_gpt":0.4938943167062529,"score_spread":0.1571382597995978,"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."}}