{"id":"W4200328712","doi":"10.1101/2021.12.13.472489","title":"Determining Risk Factors for Triple Whammy Acute Kidney Injury","year":2021,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Acute Kidney Injury Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Medicine; Renal function; Diuretic; Blood pressure; Acute kidney injury; Angiotensin receptor; Kidney; Pharmacology; Nephron; Internal medicine; Angiotensin II; Cardiology; Endocrinology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000339882,0.0002327465,0.0003219579,0.0003063836,0.0002366799,0.000531182,0.0003719254,0.0003866114,0.002163999],"category_scores_gemma":[0.001717505,0.0001528921,0.0004762645,0.0002709502,0.0001306215,0.0002807886,0.0004524146,0.000458243,0.0002264186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000207743,"about_ca_system_score_gemma":0.0005603821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005056305,"about_ca_topic_score_gemma":0.004415887,"domain_scores_codex":[0.9998633,0.00003200183,0.000008354914,0.00004358807,0.00002957372,0.00002322177],"domain_scores_gemma":[0.9994581,0.0001661715,0.0001709611,0.00004342066,0.00004603541,0.0001153144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000257954,0.0001335708,0.9791773,0.00003941843,0.0001942102,0.0003386158,0.00006490904,0.009126947,0.001070088,0.001192912,0.001413934,0.006990186],"study_design_scores_gemma":[0.00005177664,0.0003052587,0.6961226,0.00006846155,0.0001904,0.00121276,0.0004097928,0.288911,0.001956882,0.00890218,0.001824833,0.00004400668],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888235,0.0001940682,0.008338981,0.0005905183,0.0000360899,0.00002086422,0.001092408,0.00005839217,0.000845337],"genre_scores_gemma":[0.9966804,0.00006605117,0.002309706,0.0000393228,0.00001310796,0.00001157625,0.000540482,0.000007292024,0.0003320322],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005056305,"threshold_uncertainty_score":0.01005369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0258494203686322,"score_gpt":0.293060245496672,"score_spread":0.2672108251280398,"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."}}