{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001668083,0.0002465039,0.0003424437,0.001958675,0.0005451225,0.0006707196,0.000712245,0.0004886863,0.001313465],"category_scores_gemma":[0.005423264,0.0003454687,0.000869237,0.001484569,0.0003179238,0.0005391542,0.0009063468,0.0004107232,0.0001830115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007368199,"about_ca_system_score_gemma":0.0009435289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007511676,"about_ca_topic_score_gemma":0.006590025,"domain_scores_codex":[0.997667,0.0007610262,0.0004540518,0.0003501373,0.0005000365,0.0002678987],"domain_scores_gemma":[0.9942139,0.001233832,0.002912826,0.0003848324,0.0007486658,0.0005058974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007039669,0.00004583881,0.9990467,0.00001737474,0.00003646505,0.00009268882,0.00004166179,0.00002210013,0.00002744586,0.00000660008,0.0000419801,0.0005507326],"study_design_scores_gemma":[0.00002026659,0.0005843749,0.9972782,0.00003479605,0.0000799206,0.0007667539,0.0005848228,0.0003779366,0.00008763058,0.0000100643,0.0001688628,0.000006539332],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987546,0.0002943857,0.0001390858,0.00001418506,0.000004954678,0.00007153722,0.0004301257,0.00000343376,0.0002876691],"genre_scores_gemma":[0.9992949,0.0001188563,0.0001178407,0.00002281401,0.000006087603,0.00005148453,0.0003408834,0.000001870209,0.00004526868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007511676,"threshold_uncertainty_score":0.01493591,"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."}}