{"id":"W4283784458","doi":"10.1093/eurjcn/zvac060.075","title":"A cluster analysis of psychological and physical symptoms in patients with heart failure","year":2022,"lang":"en","type":"article","venue":"European Journal of Cardiovascular Nursing","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Central ElectroChemical Research Institute","keywords":"Medicine; Quality of life (healthcare); Heart failure; Anxiety; Depression (economics); Physical therapy; Cognition; Gerontology; Psychiatry; Internal medicine; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007749856,0.0001035768,0.0006268764,0.000414497,0.00004381449,0.00000989837,0.00005700957,0.000008361443,0.00001723678],"category_scores_gemma":[0.00001357576,0.00007304565,0.0005726103,0.0005454069,0.00006163803,0.00005593588,0.00003364121,0.0002212573,7.527258e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007146158,"about_ca_system_score_gemma":0.000009709716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001036563,"about_ca_topic_score_gemma":1.432114e-7,"domain_scores_codex":[0.9982964,0.0005471007,0.0002678237,0.0001550317,0.0005971586,0.0001364414],"domain_scores_gemma":[0.9995078,0.00001851095,0.00009682708,0.0002184388,0.00007265244,0.00008580292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004311497,0.005715433,0.7965885,0.00008366693,0.03654977,0.001328469,0.005418267,0.03174199,0.0001277185,0.00004666255,0.005284543,0.1128035],"study_design_scores_gemma":[0.007148858,0.002852163,0.9673983,0.0001392039,0.007778086,0.0001029594,0.0003179579,0.0001572809,0.000009034302,0.000003596999,0.01399128,0.0001012858],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976793,0.0003967798,0.0005246583,0.0007569607,0.00004526951,0.0001718957,0.00000149701,0.000005274602,0.0004183651],"genre_scores_gemma":[0.9982108,0.000004977368,0.001606803,0.0000929871,0.0000526715,8.7311e-7,0.000005381019,0.00001515796,0.00001027861],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1708098,"threshold_uncertainty_score":0.2978715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008953278057308296,"score_gpt":0.2482084184227076,"score_spread":0.2392551403653993,"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."}}