{"id":"W4411212869","doi":"10.1002/clc.70161","title":"Initial Care Pathway in Acute Heart Failure From Home to Hospital","year":2025,"lang":"en","type":"review","venue":"Clinical Cardiology","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Helsingin ja Uudenmaan Sairaanhoitopiiri; Helsingin Yliopisto","keywords":"Medicine; Heart failure; Intensive care medicine; Emergency medicine; Medical emergency; Cardiology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003878315,0.0005516121,0.005784435,0.000338066,0.00003646262,0.00001659907,0.000250558,0.001242911,0.0001066511],"category_scores_gemma":[0.0006142431,0.0004208173,0.00188987,0.0003817757,0.0001207403,0.00002745876,0.0004415398,0.001069535,0.0008338719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002330515,"about_ca_system_score_gemma":0.000770491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004211524,"about_ca_topic_score_gemma":0.00005334105,"domain_scores_codex":[0.9960672,0.0007311814,0.001366125,0.001108982,0.0001880853,0.0005383707],"domain_scores_gemma":[0.9971027,0.001403111,0.0001230177,0.0009386853,0.00009045082,0.0003420375],"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":[0.00008505392,0.0001470102,0.004817758,0.003703342,0.002221836,0.002429537,0.00007414592,2.946316e-7,4.315863e-8,0.00006381224,0.1214374,0.8650197],"study_design_scores_gemma":[0.001298298,0.001228032,0.001586675,0.005053426,0.002328799,0.00002196058,0.00006504784,5.340362e-8,9.848453e-8,0.0000215908,0.9880582,0.0003378226],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003522129,0.9877048,0.00003378819,0.003488283,0.003301243,0.003010318,0.0004396006,0.0001136331,0.001556128],"genre_scores_gemma":[0.0005471382,0.9910409,0.001729204,0.001177639,0.002306934,0.0006138568,0.001913612,0.00005689184,0.0006138678],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8666208,"threshold_uncertainty_score":0.9999441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05294811971330061,"score_gpt":0.4238146216404641,"score_spread":0.3708665019271635,"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."}}