{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001444875,0.0002204346,0.0006687454,0.002040831,0.0003773714,0.001475734,0.0007926343,0.0006448934,0.0102151],"category_scores_gemma":[0.01150694,0.0001270149,0.001024515,0.002663645,0.0002236832,0.001383952,0.0008653557,0.000883088,0.0007030576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001373292,"about_ca_system_score_gemma":0.003715725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006257973,"about_ca_topic_score_gemma":0.007501278,"domain_scores_codex":[0.9983505,0.0004990076,0.0004971812,0.0002329723,0.0003119945,0.0001082426],"domain_scores_gemma":[0.9935786,0.003213613,0.002097109,0.00008346144,0.0006642976,0.0003627966],"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":[0.001280059,0.0004002921,0.1714968,0.2043878,0.001822621,0.003283301,0.002039974,0.0005570886,0.0003898451,0.005356847,0.04867776,0.5603076],"study_design_scores_gemma":[0.001215853,0.001227501,0.417251,0.3537455,0.003639093,0.01241475,0.005232251,0.0006889392,0.0004743928,0.006262901,0.1977163,0.0001315681],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.07123705,0.884771,0.0008737098,0.009739151,0.001472517,0.0004633278,0.006151935,0.00007663161,0.02521471],"genre_scores_gemma":[0.5037315,0.4759881,0.002998821,0.006107151,0.001756624,0.0006124909,0.006610989,0.00002813287,0.002166139],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0102151,"threshold_uncertainty_score":0.03417295,"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."}}