{"id":"W3162567904","doi":"10.2196/29101","title":"A Virtual Cardiovascular Care Program for Prevention of Heart Failure Readmissions in a Skilled Nursing Facility Population: Retrospective Analysis","year":2021,"lang":"en","type":"article","venue":"JMIR Cardio","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Heart, Lung, and Blood Institute; National Institutes of Health","keywords":"Medicine; Telemedicine; Population; Emergency medicine; Heart failure; Health care; Skilled Nursing Facility; Intensive care medicine; Medical emergency; Internal 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002180025,0.0001558293,0.000894008,0.0002356851,0.00006643179,0.00001548478,0.00003086643,0.0001161228,0.00003607237],"category_scores_gemma":[0.000097412,0.000144093,0.001607931,0.001017045,0.00002801832,0.0000695799,0.00002339565,0.0001068527,0.000002186571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004338826,"about_ca_system_score_gemma":0.00009460299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007564919,"about_ca_topic_score_gemma":0.0001720132,"domain_scores_codex":[0.9984747,0.0001438323,0.0003256817,0.0004379434,0.0003963177,0.0002214857],"domain_scores_gemma":[0.9989714,0.00002124754,0.000051062,0.0005467935,0.0003044334,0.0001050552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004756748,0.002203801,0.8615639,0.0006860879,0.01627068,0.0001287328,0.007432313,0.001722901,0.0005334017,0.0004629196,0.004170079,0.1043495],"study_design_scores_gemma":[0.00427974,0.0007748434,0.9433059,0.0003904279,0.006432336,0.0000160454,0.005940974,0.0001826076,0.0007194937,0.00009554205,0.03762833,0.0002338139],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.980005,0.001529618,0.007615972,0.002240163,0.0001456745,0.007167917,0.0001156452,0.0001828109,0.000997249],"genre_scores_gemma":[0.988526,0.000008130623,0.009482472,0.000009981142,0.0000658081,0.000726604,0.0007833953,0.00001104779,0.000386568],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1041157,"threshold_uncertainty_score":0.5875943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01478682176156531,"score_gpt":0.326775317435304,"score_spread":0.3119884956737387,"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."}}