{"id":"W4415996541","doi":"10.1681/asn.0000000929","title":"Responsible Use of Artificial Intelligence to Improve Kidney Care","year":2025,"lang":"en","type":"article","venue":"Journal of the American Society of Nephrology","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Workgroup; Nephrology; Artificial kidney; Kidney disease; Kidney transplantation; MEDLINE; Patient care","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":[0.03867911,0.0006181959,0.0009047329,0.002735446,0.001490451,0.008571113,0.002449581,0.003624443,0.002494513],"category_scores_gemma":[0.06247156,0.0003593623,0.001101377,0.002124436,0.008833637,0.008151667,0.00740518,0.007806192,0.000743514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004960696,"about_ca_system_score_gemma":0.01694192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003179061,"about_ca_topic_score_gemma":0.004103739,"domain_scores_codex":[0.9675297,0.02151508,0.002083922,0.001349219,0.006419697,0.00110232],"domain_scores_gemma":[0.956309,0.03021854,0.00281342,0.00361665,0.005220468,0.001821914],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005297008,0.0001169609,0.003827326,0.003409884,0.0003243258,0.0002426948,0.002517663,0.003532151,0.000477492,0.4486472,0.06959073,0.4672607],"study_design_scores_gemma":[0.00004230449,0.0000874667,0.002348789,0.008663202,0.0001125506,0.0003363988,0.001217111,0.002430944,0.00104584,0.4345676,0.5490697,0.00007807693],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004136484,0.3269231,0.06664855,0.542972,0.006102876,0.0001595363,0.0001425992,0.0004150745,0.05249976],"genre_scores_gemma":[0.2704293,0.4972351,0.1044017,0.1082723,0.01441024,0.0004568129,0.0002394344,0.0002450225,0.004310118],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03867911,"threshold_uncertainty_score":0.2045571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09418003489643066,"score_gpt":0.413889954325748,"score_spread":0.3197099194293174,"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."}}