{"id":"W4212913670","doi":"10.1097/mnh.0000000000000787","title":"Role of artificial intelligence in the diagnosis and management of kidney disease: applications to chronic kidney disease and acute kidney injury","year":2022,"lang":"en","type":"article","venue":"Current Opinion in Nephrology & Hypertension","topic":"Acute Kidney Injury Research","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Seven Oaks General Hospital","funders":"","keywords":"Kidney disease; Acute kidney injury; Artificial kidney; Kidney; Disease","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005452135,0.000207709,0.0003984311,0.0005050761,0.0001443386,0.00001074905,0.0003275223,0.0000563311,0.0001399364],"category_scores_gemma":[0.0002951577,0.0001748755,0.0000695527,0.0008644398,0.0003225198,0.0000709974,0.000745127,0.0004344493,0.000006305954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001138702,"about_ca_system_score_gemma":0.0005309716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001966806,"about_ca_topic_score_gemma":7.174373e-7,"domain_scores_codex":[0.9976882,0.0002791866,0.000574453,0.0005658061,0.0005260434,0.0003663403],"domain_scores_gemma":[0.9980453,0.0001047425,0.0001233136,0.0006084744,0.00008981492,0.0010283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01104552,0.007175609,0.1964739,0.00569134,0.0005022432,0.0001112289,0.001668334,0.0000444552,0.02346617,0.01911435,0.461527,0.2731799],"study_design_scores_gemma":[0.002416346,0.001999706,0.2209635,0.001619594,0.0007204193,0.00006093662,0.0007876292,0.009470832,0.0005906363,0.004838138,0.7559889,0.0005433438],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7378591,0.02370311,0.001093651,0.2104463,0.002023577,0.01641748,0.008225146,0.0001105229,0.0001211454],"genre_scores_gemma":[0.9622219,0.02265153,0.000319681,0.007488789,0.0002377777,0.005682155,0.001343481,0.0000413098,0.00001341588],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2944619,"threshold_uncertainty_score":0.7131215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0526004297895651,"score_gpt":0.3632056281264649,"score_spread":0.3106051983368998,"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."}}