{"id":"W1968886934","doi":"10.4061/2011/908921","title":"The Role of Device Diagnostic Algorithms in the Assessment and Management of Patients with Systolic Heart Failure: A Review","year":2011,"lang":"en","type":"review","venue":"Cardiology Research and Practice","topic":"Cardiac pacing and defibrillation studies","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Jubilee Hospital","funders":"","keywords":"Medicine; Exacerbation; Heart failure; Cardiac resynchronization therapy; Intensive care medicine; Ambulatory; Volume overload; Psychological intervention; Disease management; Algorithm; Disease; Cardiology; Internal medicine; Ejection fraction; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005102518,0.0001603341,0.001545223,0.00009832697,0.0001314853,0.00001267856,0.00005726823,0.00008672078,8.797414e-7],"category_scores_gemma":[0.001433966,0.00007400344,0.0001154135,0.000390819,0.000448988,0.00004536009,0.0001621124,0.0004859259,0.000003295651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003265715,"about_ca_system_score_gemma":0.0001391064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003111496,"about_ca_topic_score_gemma":0.000002612171,"domain_scores_codex":[0.9961082,0.002589996,0.000396886,0.0002614443,0.0004020319,0.0002414445],"domain_scores_gemma":[0.9858395,0.01295265,0.0002276929,0.00044965,0.000475595,0.00005485906],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003023649,0.0001408701,0.01647965,0.1165926,0.00513372,0.00007823073,0.0003889232,1.633708e-7,7.353186e-8,0.002653098,0.01269946,0.8455308],"study_design_scores_gemma":[0.0002649993,0.0003886337,0.01075965,0.01415166,0.001543907,0.0006311996,0.0006886986,6.952698e-8,2.12926e-8,0.00001592794,0.9714925,0.0000627101],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004925234,0.982992,0.000004794946,0.0003740807,0.00002320811,0.002061022,0.00002319053,0.000003146806,0.0144693],"genre_scores_gemma":[0.001029677,0.998276,0.0002320422,0.00005502585,0.00003985929,0.0003165421,0.00002011305,0.00001145105,0.00001928745],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.958793,"threshold_uncertainty_score":0.3017773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1237352798785419,"score_gpt":0.4719161325441658,"score_spread":0.3481808526656239,"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."}}