{"id":"W4309324820","doi":"10.1186/s12882-022-02990-6","title":"A study protocol for improving the delivery of acute kidney replacement therapy (KRT) to critically ill patients in Alberta – DIALYZING WISELY","year":2022,"lang":"en","type":"article","venue":"BMC Nephrology","topic":"Acute Kidney Injury Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health; University of Alberta; Alberta Health Services","funders":"","keywords":"Medicine; Critically ill; Nephrology; Renal replacement therapy; Acute kidney injury; Protocol (science); Intensive care medicine; Rescue therapy; Internal medicine; Emergency medicine; Alternative medicine; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.06028971,0.003293844,0.003483342,0.003140996,0.007500237,0.004625977,0.004119582,0.005115876,0.1018344],"category_scores_gemma":[0.05043222,0.002684815,0.003818549,0.003992216,0.002402863,0.002158602,0.002738801,0.006502535,0.02049498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02209281,"about_ca_system_score_gemma":0.1166788,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05514339,"about_ca_topic_score_gemma":0.1318086,"domain_scores_codex":[0.9778523,0.0113789,0.003414389,0.001979626,0.003136639,0.002238043],"domain_scores_gemma":[0.9503692,0.009064673,0.004397298,0.00549564,0.02526149,0.005411591],"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":[0.134141,0.03441884,0.01135584,0.05329252,0.001315806,0.002034118,0.01142772,0.007210267,0.006879049,0.02947348,0.3652421,0.3432093],"study_design_scores_gemma":[0.1828354,0.02173608,0.03736194,0.02815867,0.0008381485,0.0002824249,0.004172555,0.003707937,0.00330812,0.009561228,0.7074716,0.0005658161],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001139106,0.0001465246,0.001832688,0.0003573453,0.0003843977,0.9899917,0.003530008,0.00008716679,0.002530957],"genre_scores_gemma":[0.001023534,0.0001049987,0.003794128,0.0002320845,0.00003894236,0.9934027,0.0005998041,0.000006720392,0.0007970483],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.9448566,"threshold_uncertainty_score":0.34067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03964938743895769,"score_gpt":0.3650663135780035,"score_spread":0.3254169261390458,"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."}}