{"id":"W4310122191","doi":"10.1002/ehf2.14242","title":"New insight: Particle Flow Rate from the Airways as an Indicator of Cardiac Failure in the Intensive Care Unit","year":2022,"lang":"en","type":"article","venue":"ESC Heart Failure","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Knut och Alice Wallenbergs Stiftelse; George Cedric Metcalf Charitable Foundation","keywords":"Medicine; Ejection fraction; Heart failure; Inotrope; Mechanical ventilation; Dobutamine; Cardiac function curve; Cardiology; Cardiac output; Internal medicine; Cardiac surgery; Intensive care unit; Hemodynamics; Anesthesia","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005177524,0.0002042562,0.0004143256,0.00007286901,0.0002541148,0.00003133309,0.000337682,0.0001028251,0.001767089],"category_scores_gemma":[0.0001494204,0.0001268893,0.0001716821,0.0005235918,0.00007089337,0.0001242777,0.0001476673,0.000733953,0.0001041625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000519102,"about_ca_system_score_gemma":0.0006203424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008103074,"about_ca_topic_score_gemma":0.0006359109,"domain_scores_codex":[0.9978368,0.00059664,0.0003371464,0.0003554878,0.000537293,0.0003366452],"domain_scores_gemma":[0.9985386,0.0001498811,0.00009325646,0.0008310219,0.0001776092,0.0002096908],"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":[0.0008477222,0.0002705043,0.3343403,0.00008216265,0.0002945297,0.0003595674,0.2359438,0.0001266684,0.1394891,0.002255402,0.2728451,0.01314514],"study_design_scores_gemma":[0.0009881557,0.0007972274,0.02353035,0.00003286546,0.0001013218,0.00001936039,0.1740027,0.00003812366,0.02631923,0.0002066547,0.7738111,0.0001528872],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9756159,0.0007709387,0.00001428137,0.02223639,0.0002457198,0.000832506,0.00009830531,0.00004136924,0.0001445696],"genre_scores_gemma":[0.9889255,0.00000686358,0.0005886963,0.009714328,0.0002939403,0.00008978193,0.0001752681,0.00003408664,0.0001715027],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.500966,"threshold_uncertainty_score":0.9991454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02120890364389337,"score_gpt":0.2666766258312191,"score_spread":0.2454677221873258,"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."}}