{"id":"W2069132928","doi":"10.4061/2011/425923","title":"Heart-Kidney Biomarkers in Patients Undergoing Cardiac Stress Testing","year":2010,"lang":"en","type":"article","venue":"International Journal of Nephrology","topic":"Acute Kidney Injury Research","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre","funders":"","keywords":"Medicine; Algorithm; Ejection fraction; Internal medicine; Heart failure; Computer science","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":[0.0003475921,0.0003744987,0.0004210803,0.0004691343,0.0003360456,0.0005279102,0.0001631791,0.0005341613,0.0008700171],"category_scores_gemma":[0.001697864,0.0001830895,0.0003115812,0.0004228975,0.0002072336,0.0003995809,0.0002878568,0.000582277,0.0001648902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001368785,"about_ca_system_score_gemma":0.0002157255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005383277,"about_ca_topic_score_gemma":0.0007725908,"domain_scores_codex":[0.9996729,0.00006887504,0.00004237412,0.00006252046,0.00005908445,0.00009421573],"domain_scores_gemma":[0.9990287,0.000158238,0.0003633236,0.00004206169,0.00009319432,0.0003143836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001924167,0.00004608801,0.998345,0.000006865912,0.00001919046,0.0002106982,0.00005181948,0.00001457984,0.000301054,0.000008035689,0.00002063068,0.0007836401],"study_design_scores_gemma":[0.00001420655,0.0005661612,0.9979146,0.000006502709,0.00003244973,0.0009011631,0.0001881073,0.000113845,0.0001162988,0.00003579435,0.0001061395,0.000004775535],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995244,0.0001820238,0.00004054376,0.00001995665,0.000004799382,0.000004577384,0.00004137343,9.1455e-7,0.0001816364],"genre_scores_gemma":[0.9997658,0.00005042397,0.00003376251,0.0000188507,0.00001134912,0.0000049753,0.00007104473,3.600841e-7,0.00004351139],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008700171,"threshold_uncertainty_score":0.002910495,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0190571202848615,"score_gpt":0.3264534214346969,"score_spread":0.3073963011498354,"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."}}