{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.002597494,0.003230579,0.007620831,0.002351606,0.0007158873,0.0005236592,0.000445645,0.001549518,0.0007500872],"category_scores_gemma":[0.0008921294,0.002521614,0.004241779,0.003157941,0.0004597976,0.0005324747,0.0006041544,0.0018092,0.004221989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002398533,"about_ca_system_score_gemma":0.003665012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001736165,"about_ca_topic_score_gemma":0.0002115833,"domain_scores_codex":[0.9854857,0.00131325,0.004089616,0.004014731,0.002390572,0.002706119],"domain_scores_gemma":[0.9905868,0.0009181164,0.001303409,0.004691296,0.000543269,0.001957144],"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":[0.0002253664,0.001206824,0.003199605,0.02096669,0.002947253,0.002832863,0.0001540529,0.000004569392,0.0000484705,0.00002826252,0.8883192,0.08006685],"study_design_scores_gemma":[0.00139224,0.001092771,0.0004201749,0.03831081,0.005134794,0.00605287,0.000150573,0.000002189145,0.00002835487,0.0000326409,0.9455377,0.001844842],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001179783,0.9562166,0.00001388309,0.02588158,0.002441183,0.01203954,0.0002054529,0.001951234,0.00007073676],"genre_scores_gemma":[0.0004641937,0.975414,0.009776609,0.0003561828,0.001954193,0.004162197,0.002586774,0.0009736824,0.004312126],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.07822201,"threshold_uncertainty_score":0.9997467,"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."}}