{"id":"W4322012353","doi":"10.14740/cr1434","title":"Assessment of Volume Status in Hospitalized Patients With Chronic Heart Failure","year":2023,"lang":"en","type":"review","venue":"Cardiology Research","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Heart failure; Intravascular volume status; Intensive care medicine; Volume (thermodynamics); Cardiology","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":[0.001447997,0.000355249,0.003603784,0.001102983,0.00005756119,0.00001340428,0.0001846744,0.0004173863,0.0001097531],"category_scores_gemma":[0.0001509556,0.0002385155,0.0004122868,0.001248582,0.0003488596,0.00003905119,0.0002956712,0.001085256,0.0002465992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001230549,"about_ca_system_score_gemma":0.00201801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001141732,"about_ca_topic_score_gemma":0.00005400911,"domain_scores_codex":[0.9958233,0.001025284,0.0006139505,0.0006801325,0.0008120303,0.001045286],"domain_scores_gemma":[0.9981861,0.0002973854,0.0001062966,0.0008456907,0.0003521069,0.0002124767],"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":[0.00009956528,0.0004581016,0.6977707,0.05422991,0.004624462,0.0008585572,0.0000475302,0.000007678492,7.123692e-7,0.0002192434,0.1125786,0.129105],"study_design_scores_gemma":[0.001876516,0.001768613,0.1017589,0.0060588,0.0004517745,0.00000772547,0.00001796433,0.000002337009,6.04086e-8,0.000004642595,0.8878927,0.0001600264],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002314175,0.9883507,0.000009223849,0.0004097409,0.0001542612,0.007212625,0.0001009851,0.00007541133,0.001372853],"genre_scores_gemma":[0.001538929,0.9930589,0.0004975739,0.000006858532,0.0001830948,0.001254147,0.001144018,0.00009844057,0.002218106],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.775314,"threshold_uncertainty_score":0.9726378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0838251887529248,"score_gpt":0.445234660625435,"score_spread":0.3614094718725103,"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."}}