{"id":"W2996188219","doi":"10.1002/ejhf.1678","title":"Imaging in Patients with Suspected Acute Heart Failure: Timeline Approach Position Statement on Behalf of the Heart Failure Association of the European Society of Cardiology","year":2019,"lang":"en","type":"article","venue":"European Journal of Heart Failure","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":69,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"","keywords":"Medicine; Heart failure; Cardiology; Management of heart failure; Intensive care medicine; Internal medicine; Cardiac imaging","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":[0.002440894,0.0002144131,0.0006776364,0.00009101508,0.00007652132,0.00001425578,0.000317035,0.00005730706,0.00003960679],"category_scores_gemma":[0.0002031617,0.0001257222,0.0004616631,0.000477816,0.0001665339,0.0001212823,0.0001140156,0.0008835341,0.00001814639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001933645,"about_ca_system_score_gemma":0.0001443361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007546941,"about_ca_topic_score_gemma":0.000004263904,"domain_scores_codex":[0.9957774,0.001559758,0.001294628,0.0002641279,0.0008381604,0.0002659325],"domain_scores_gemma":[0.9969754,0.0002981063,0.001216568,0.0006025253,0.000818521,0.00008884107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002276332,0.0004621139,0.8678846,0.0000602342,0.0002685995,0.000001003327,0.0002960484,0.0005414205,0.03745461,0.00001986767,0.09274575,0.00003810997],"study_design_scores_gemma":[0.004019002,0.001021732,0.9650994,0.0004382173,0.0002521384,0.00004951434,0.0003247226,0.00003062189,0.002224018,0.00001264269,0.0264055,0.0001224871],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.957921,0.00002227221,0.0001915549,0.04050207,0.0001205978,0.0007836176,0.00007663411,0.00001155064,0.0003707027],"genre_scores_gemma":[0.9855177,0.000005175933,0.01358748,0.0005389286,0.0001655254,0.000001896283,0.0000436839,0.00005113962,0.00008844075],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0972148,"threshold_uncertainty_score":0.5126802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008224623096857961,"score_gpt":0.2474704342373918,"score_spread":0.2392458111405338,"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."}}