{"id":"W2950242081","doi":"10.1111/imj.1_14296","title":"POSTOPERATIVE OUTCOMES IN CHRONIC DIALYSIS PATIENTS: A META‐ANALYSIS OF 42 STUDIES AND 78,805 PATIENTS","year":2019,"lang":"en","type":"article","venue":"Internal Medicine Journal","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Meta-analysis; Dialysis; Intensive care medicine; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006935269,0.0002804837,0.003590003,0.00102142,0.00003530871,0.00001350909,0.0001234116,0.00007448737,0.0009259246],"category_scores_gemma":[0.0008548539,0.000151104,0.001218561,0.0005472918,0.0001818764,0.0001492444,0.00006678885,0.000410709,0.000008947381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002675193,"about_ca_system_score_gemma":0.00006179929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002142173,"about_ca_topic_score_gemma":0.00008279064,"domain_scores_codex":[0.9973815,0.0002327672,0.001022766,0.0002642644,0.0008291124,0.0002695989],"domain_scores_gemma":[0.9976378,0.0009676425,0.0003970631,0.0002170213,0.0005689631,0.0002115133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003593531,0.0001432471,0.9046071,0.00005746298,0.09178786,0.0000553074,0.001998192,0.00002839268,0.00007658458,0.00004731808,0.0001116973,0.0007275124],"study_design_scores_gemma":[0.005970024,0.002327371,0.917343,0.0002281008,0.071565,0.00003121974,0.0008414635,0.00006219712,0.00004023247,0.00001918808,0.001425931,0.000146321],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897165,0.005622399,0.00001616236,0.002494938,0.0003055096,0.0002823058,0.000006947533,0.000007049763,0.001548178],"genre_scores_gemma":[0.9957175,0.0009193294,0.00005897349,0.0008171954,0.00009149352,0.000006031839,0.000008703128,0.00001551483,0.002365232],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02022286,"threshold_uncertainty_score":0.9999874,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02807217979100912,"score_gpt":0.3377911147041325,"score_spread":0.3097189349131234,"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."}}