{"id":"W2274731345","doi":"10.1002/ehf2.12076","title":"Circulating Biomarker Responses to Medical Management vs. Mechanical Circulatory Support in Severe Inotrope-Dependent Acute Heart Failure","year":2015,"lang":"en","type":"article","venue":"ESC Heart Failure","topic":"Clusterin in disease pathology","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; Prevention of Organ Failure; University of British Columbia","funders":"Networks of Centres of Excellence of Canada; RayBiotech","keywords":"Heart failure; Medicine; Inotrope; Circulatory system; Biomarker; Cardiology; CIRCULATORY FAILURE; Internal medicine; Intensive care medicine","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001970103,0.0004666652,0.0009053216,0.0005660772,0.00009919921,0.00005395057,0.0003551494,0.0005403884,0.00212914],"category_scores_gemma":[0.001372875,0.0004547358,0.0002440267,0.0006480677,0.0001296305,0.0001588317,0.0008415101,0.0007749566,0.001302849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005818211,"about_ca_system_score_gemma":0.0008417057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005920982,"about_ca_topic_score_gemma":0.0001707073,"domain_scores_codex":[0.9947051,0.0005670062,0.0009111926,0.001084406,0.001734287,0.0009979715],"domain_scores_gemma":[0.9963508,0.000180488,0.00008509102,0.001133402,0.0001815341,0.002068707],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004396052,0.001218363,0.2425015,0.0006517363,0.0006835851,0.0265114,0.001374818,0.00008731195,0.02963307,0.0005105752,0.6906558,0.001775793],"study_design_scores_gemma":[0.01513321,0.001520073,0.4240867,0.001292929,0.0005659775,0.02382497,0.002576606,0.0009819416,0.00108241,0.0003091039,0.5269178,0.001708329],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9183711,0.0000718634,0.0002950508,0.07822044,0.0006698848,0.001475248,0.00004321861,0.0002915782,0.0005615802],"genre_scores_gemma":[0.9741949,0.000003656423,0.01326961,0.01117087,0.0002908291,0.0001982395,0.0000724863,0.0001082047,0.0006912133],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1815852,"threshold_uncertainty_score":0.9997904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03110413515126316,"score_gpt":0.3207771347912864,"score_spread":0.2896729996400232,"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."}}