{"id":"W4246084697","doi":"10.1016/j.mpsur.2007.07.001","title":"Acute renal failure","year":2007,"lang":"en","type":"article","venue":"Surgery (Oxford)","topic":"Acute Kidney Injury Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Stantec (Canada)","funders":"","keywords":"Medicine; Renal replacement therapy; Intensive care medicine; Acute kidney injury; Dialysis; Sepsis; Rhabdomyolysis; Critically ill; Internal 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000475229,0.0003538513,0.00104302,0.001119024,0.001187702,0.0009850989,0.0003433121,0.0003664437,0.04972199],"category_scores_gemma":[0.002210567,0.000108667,0.0007166481,0.001658103,0.0002360701,0.0004728558,0.0008936513,0.001149317,0.006735668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007360493,"about_ca_system_score_gemma":0.00185941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002663507,"about_ca_topic_score_gemma":0.00366331,"domain_scores_codex":[0.9991447,0.000167803,0.0001274554,0.0001068053,0.0002259396,0.0002273681],"domain_scores_gemma":[0.9985183,0.0002029252,0.0002865771,0.0001155208,0.0002864033,0.0005902079],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002733786,0.001123938,0.4563375,0.002407524,0.0006852092,0.01358577,0.0003824034,0.0002976517,0.002982677,0.007768241,0.2063917,0.3053036],"study_design_scores_gemma":[0.0005601446,0.001126003,0.6500631,0.001599451,0.0002876311,0.02307343,0.0003278483,0.0004827554,0.00116071,0.004002669,0.3172437,0.00007258204],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2467378,0.04857788,0.003033865,0.01402774,0.004290998,0.001229087,0.01886436,0.0006149294,0.6626233],"genre_scores_gemma":[0.8447741,0.02385271,0.002262648,0.009275125,0.003912248,0.0004802308,0.01805467,0.00007814342,0.09731007],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04972199,"threshold_uncertainty_score":0.1663366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02636823148079053,"score_gpt":0.322279950660331,"score_spread":0.2959117191795405,"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."}}