{"id":"W4412400582","doi":"10.1007/s12630-025-02996-2","title":"Prediction of acute kidney injury in the immediate postoperative period following liver resection: a retrospective cohort study","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Anesthesia/Journal canadien d anesthésie","topic":"Acute Kidney Injury Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Montreal General Hospital; McGill University; Centre Hospitalier de l’Université de Montréal; Centre hospitalier universitaire de Québec; Université de Montréal","funders":"","keywords":"Medicine; Retrospective cohort study; Resection; Acute kidney injury; Period (music); Cohort; Surgery; 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":[0.0008818373,0.0004911075,0.0006189594,0.0007236683,0.0007654149,0.001110913,0.000615468,0.0007947096,0.001288562],"category_scores_gemma":[0.002479013,0.0007205018,0.001252399,0.001269266,0.0005124049,0.001000025,0.0007725231,0.001356597,0.0002729518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005328882,"about_ca_system_score_gemma":0.0008991431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007578392,"about_ca_topic_score_gemma":0.00912574,"domain_scores_codex":[0.9990534,0.0001630593,0.0001162673,0.0003077506,0.0001457627,0.0002137832],"domain_scores_gemma":[0.9978891,0.000300938,0.0008546878,0.0002969791,0.0002099092,0.0004483688],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002259187,0.00005248459,0.9990155,0.000005604189,0.0000847952,0.000091036,0.00005271232,0.00001967132,0.0001196158,0.00001251102,0.00004964405,0.0002704935],"study_design_scores_gemma":[0.00002033677,0.0002665285,0.9983198,0.000008136963,0.00009084881,0.000441008,0.0004383333,0.0002024191,0.00004475632,0.00002569291,0.000130844,0.00001136675],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994012,0.0001501109,0.00008275186,0.00002152396,0.00001165264,0.000009326708,0.0001896973,0.000001516629,0.0001321312],"genre_scores_gemma":[0.9993951,0.000111826,0.00007924615,0.00002831765,0.0000156409,0.00001100978,0.0002710082,0.000002193156,0.00008568944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007578392,"threshold_uncertainty_score":0.01506859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01391418167782983,"score_gpt":0.2721077087335957,"score_spread":0.2581935270557659,"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."}}