{"id":"W1997586556","doi":"10.1161/circulationaha.105.598987","title":"Vascular Biomarkers and Surrogates in Cardiovascular Disease","year":2006,"lang":"en","type":"article","venue":"Circulation","topic":"Lipoproteins and Cardiovascular Health","field":"Medicine","cited_by":165,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Heart Institute","funders":"","keywords":"Medicine; Biomarker; Disease; Drug development; Intensive care medicine; Population; Biomarker discovery; Surrogate endpoint; Bioinformatics; Drug; Pathology; Pharmacology; Environmental health","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":[0.02347025,0.0007243234,0.001283322,0.004245766,0.000621953,0.00392927,0.0008132225,0.002299628,0.00244856],"category_scores_gemma":[0.0389304,0.0003187778,0.0006576467,0.00294692,0.005795079,0.003937937,0.001964978,0.006397152,0.0007777428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001301998,"about_ca_system_score_gemma":0.002009365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007450287,"about_ca_topic_score_gemma":0.0008559647,"domain_scores_codex":[0.982435,0.01411976,0.0008664365,0.0006183736,0.001711802,0.0002485976],"domain_scores_gemma":[0.9640349,0.0274382,0.003012245,0.001631018,0.002962519,0.0009211081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005504386,0.0001711917,0.025523,0.001914288,0.0003304952,0.0007160215,0.001060377,0.002268827,0.001350037,0.6088361,0.03954088,0.3177384],"study_design_scores_gemma":[0.00006999519,0.0006019352,0.02141486,0.002141598,0.0001800921,0.003982098,0.0009445972,0.003289107,0.001296454,0.677858,0.2880577,0.0001635248],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.009501672,0.7367358,0.06209923,0.1525388,0.01005237,0.00008108151,0.0003761936,0.0001256801,0.02848914],"genre_scores_gemma":[0.3812194,0.4734254,0.06523154,0.03559417,0.03437653,0.0004157714,0.0004232712,0.0001013103,0.009212636],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02347025,"threshold_uncertainty_score":0.1241241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01070778247733023,"score_gpt":0.2248941570753525,"score_spread":0.2141863745980223,"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."}}