{"id":"W2342809951","doi":"10.1002/ejhf.531","title":"A Systems BIOlogy Study to TAilored Treatment in Chronic Heart Failure: Rationale, Design, and Baseline Characteristics of BIOSTAT-CHF","year":2016,"lang":"en","type":"article","venue":"European Journal of Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":204,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"European Commission; National Institute for Health and Care Research","keywords":"Heart failure; Medicine; Cohort; Ejection fraction; Intensive care medicine; Heart failure with preserved ejection fraction; Internal medicine; Cohort study; Cardiology","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":[0.001705231,0.0002809629,0.0008197794,0.0004992184,0.00005150509,0.00002860281,0.00009226611,0.000034818,0.00007998152],"category_scores_gemma":[0.0001856824,0.0001678262,0.0001169014,0.0002477177,0.00007091928,0.0001231787,0.00005908239,0.0001268448,0.00007239218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000285318,"about_ca_system_score_gemma":0.0002485568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002528842,"about_ca_topic_score_gemma":0.00004047343,"domain_scores_codex":[0.9969882,0.001106285,0.001013354,0.0002975229,0.0002704825,0.000324105],"domain_scores_gemma":[0.9986247,0.0002359203,0.0002642274,0.0003071436,0.0002696594,0.0002982809],"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":[0.004630924,0.006100233,0.3780351,0.0004226151,0.001925198,0.002629061,0.003860462,0.0001784513,0.3628508,0.000266951,0.2194284,0.01967178],"study_design_scores_gemma":[0.01681349,0.03159557,0.1107121,0.001210161,0.0004076499,0.0006357094,0.001181151,0.00007750947,0.002302345,0.000007325048,0.8346754,0.0003816106],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9179216,0.0006486867,0.00691367,0.07131245,0.0002276711,0.00290384,0.00002738108,0.00002820991,0.00001649426],"genre_scores_gemma":[0.9814371,0.0000751327,0.01753537,0.0001797106,0.0003565024,0.00001778281,0.000008999907,0.00004079095,0.000348638],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.615247,"threshold_uncertainty_score":0.6843756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02496882518428697,"score_gpt":0.2743183436128386,"score_spread":0.2493495184285517,"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."}}