{"id":"W4386501701","doi":"10.1007/s11897-023-00625-x","title":"Do Heart Failure Biomarkers Influence Heart Failure Treatment Response?","year":2023,"lang":"en","type":"review","venue":"Current Heart Failure Reports","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian VIGOUR Centre; University of Alberta","funders":"","keywords":"Heart failure; Medicine; Biomarker; Biomarker discovery; Intensive care medicine; Bioinformatics; Internal medicine; Proteomics; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002507097,0.001021532,0.003964501,0.001496534,0.0001984325,0.001739681,0.000862029,0.001467524,0.00433704],"category_scores_gemma":[0.007266202,0.0004447219,0.001811135,0.001598771,0.0004478067,0.001388726,0.0007132738,0.002082303,0.0009606205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006512077,"about_ca_system_score_gemma":0.001790019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001557047,"about_ca_topic_score_gemma":0.004000869,"domain_scores_codex":[0.9992161,0.0002465655,0.0002052353,0.000107181,0.0001850809,0.00003983691],"domain_scores_gemma":[0.9962586,0.00264054,0.000621148,0.0000535403,0.0003453792,0.0000808281],"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":[0.0005313699,0.00009233785,0.001745068,0.05105667,0.002934669,0.00005404455,0.00004883547,0.0001989589,0.0002622078,0.00105812,0.0209055,0.9211122],"study_design_scores_gemma":[0.001713458,0.001130752,0.02975828,0.159214,0.03312312,0.0009525996,0.000299844,0.0007996492,0.0008469519,0.006582736,0.7654081,0.0001705705],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007748354,0.9992169,0.00003044267,0.0003413001,0.0001413986,0.00000291638,0.00001821667,0.000001955002,0.0001694231],"genre_scores_gemma":[0.001542108,0.9971083,0.0001241096,0.0006503211,0.0004244156,0.00001277613,0.00003195132,0.000001101545,0.0001050438],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00433704,"threshold_uncertainty_score":0.01450884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06244325950885309,"score_gpt":0.3768675968865757,"score_spread":0.3144243373777226,"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."}}