{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01434563,0.001278034,0.0006353935,0.0006515578,0.0007003316,0.0008271225,0.0007682978,0.0008028353,0.001774091],"category_scores_gemma":[0.01319862,0.0004008122,0.00156111,0.000412519,0.001229294,0.0005302361,0.001309344,0.0006966182,0.0002288815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001240033,"about_ca_system_score_gemma":0.001963636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002447393,"about_ca_topic_score_gemma":0.001751003,"domain_scores_codex":[0.9925796,0.006218901,0.000153093,0.0005990315,0.0002816916,0.0001676551],"domain_scores_gemma":[0.9938354,0.003844891,0.0007576685,0.0008026206,0.0004439076,0.0003155094],"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":[0.03102683,0.01224067,0.7581653,0.001494886,0.004490327,0.0009479157,0.002096075,0.0560719,0.02187874,0.02565568,0.004394746,0.08153689],"study_design_scores_gemma":[0.02271885,0.09167919,0.4614918,0.0003982124,0.004692668,0.001061486,0.001449044,0.3495319,0.01415288,0.03475169,0.01769614,0.0003762163],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"protocol","genre_scores_codex":[0.9411138,0.0007764535,0.04783332,0.001351276,0.0001771429,0.006073653,0.001248922,0.00007125522,0.001354229],"genre_scores_gemma":[0.959779,0.000247263,0.02863221,0.0006918407,0.0001390678,0.008841829,0.0009893011,0.00001111366,0.0006684546],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.01434563,"threshold_uncertainty_score":0.07586783,"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."}}