{"id":"W2052809577","doi":"10.1007/s12170-007-0028-2","title":"Cardiovascular biomarkers: A risky business","year":2007,"lang":"en","type":"article","venue":"Current Cardiovascular Risk Reports","topic":"Biomarkers in Disease Mechanisms","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute of Circulatory and Respiratory Health; Toronto General Hospital","funders":"","keywords":"Medicine; Internal medicine; Intensive care medicine","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"],"consensus_categories":[],"category_scores_codex":[0.007713277,0.000687691,0.001347063,0.0004748376,0.0005238556,0.00006269772,0.0004486832,0.0005883466,0.0002231333],"category_scores_gemma":[0.0008780524,0.0006506504,0.0044782,0.001155173,0.0004506169,0.0002192413,0.0003753178,0.0007157727,0.0004604327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002264953,"about_ca_system_score_gemma":0.0001992623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003656419,"about_ca_topic_score_gemma":0.00001092942,"domain_scores_codex":[0.9947317,0.0007225224,0.001150314,0.001592829,0.0005368988,0.001265784],"domain_scores_gemma":[0.9949871,0.0001199631,0.0004568119,0.00370334,0.0005422531,0.0001905908],"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":[0.0002400591,0.0004487546,0.0255325,0.0002468828,0.04321755,0.003218236,0.0001617962,0.0001431311,0.004062052,0.00007571975,0.007999199,0.9146541],"study_design_scores_gemma":[0.001908072,0.00003750005,0.0606558,0.0001646727,0.0054006,0.003698342,0.0001519248,0.000001569223,0.03023002,0.0005530919,0.8961437,0.001054728],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.267391,0.6186874,0.09081734,0.00001404443,0.01872337,0.001434955,0.00007557583,0.0007415678,0.002114784],"genre_scores_gemma":[0.9928125,0.005257255,0.0007064502,0.0000183685,0.0004390413,0.00011026,0.0004163349,0.000133307,0.0001065156],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9135994,"threshold_uncertainty_score":0.9995944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01263693246190932,"score_gpt":0.236658223859068,"score_spread":0.2240212913971587,"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."}}