{"id":"W2072588990","doi":"10.1001/jama.294.3.342","title":"Perioperative N-acetylcysteine to Prevent Renal Dysfunction in High-Risk Patients Undergoing CABG Surgery","year":2005,"lang":"en","type":"article","venue":"JAMA","topic":"Acute Kidney Injury Research","field":"Medicine","cited_by":212,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital; Western University","funders":"","keywords":"Medicine; Perioperative; Placebo; Cardiopulmonary bypass; Renal function; Renal replacement therapy; Anesthesia; Surgery; Diabetes mellitus; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"randomized_trial","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005224493,0.0001642549,0.0003314165,0.0003151065,0.00008492854,0.0000383458,0.0000729633,0.000117088,0.0005252787],"category_scores_gemma":[0.00161435,0.0001403973,0.0000666784,0.0003959834,0.00003076851,0.0002423604,0.00008826186,0.0003905258,0.0004637807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006467216,"about_ca_system_score_gemma":0.0003597798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003192478,"about_ca_topic_score_gemma":0.0004883216,"domain_scores_codex":[0.9981783,0.0001799809,0.0003811267,0.0003465393,0.0005184779,0.0003955842],"domain_scores_gemma":[0.9988983,0.0002208316,0.00007406053,0.0002971202,0.000211629,0.0002980452],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00253788,0.001456578,0.477106,0.0001405624,0.0001716214,0.00008314956,0.002580566,0.0002517524,0.004439016,0.00005357714,0.200771,0.3104083],"study_design_scores_gemma":[0.02355118,0.003034327,0.8144415,0.0008323698,0.0000852205,0.00003566085,0.0006825734,0.0009873052,0.02763181,0.00001431172,0.1281421,0.0005616132],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895163,0.00004118629,0.0002240909,0.008004319,0.0001749785,0.0007278058,0.0000623147,0.00004723493,0.001201732],"genre_scores_gemma":[0.9929042,0.00006127611,0.001254173,0.001340621,0.0005789679,0.0001280246,0.0001684844,0.00003273968,0.003531523],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3373355,"threshold_uncertainty_score":0.5961117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01592229493208884,"score_gpt":0.2833319098804338,"score_spread":0.2674096149483449,"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."}}