{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001135686,0.0001907213,0.0004362256,0.0002619665,0.0001895859,0.00001207199,0.0004118984,0.00006117789,0.0003079286],"category_scores_gemma":[0.002249007,0.0001394494,0.00011233,0.0003976953,0.00009194131,0.00005470618,0.000569304,0.0003437055,0.000006806308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002115281,"about_ca_system_score_gemma":0.0007741021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008197728,"about_ca_topic_score_gemma":0.0001939452,"domain_scores_codex":[0.9973029,0.0005242222,0.0005903629,0.0005018374,0.0005101194,0.0005705691],"domain_scores_gemma":[0.9977165,0.0005777203,0.0001224027,0.000647667,0.000699356,0.0002363651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.1355302,0.01002358,0.662216,0.0003759574,0.0009473271,0.00006597129,0.009190883,0.00001230686,0.03129835,0.0002755269,0.1430344,0.007029441],"study_design_scores_gemma":[0.1498991,0.1615891,0.2709699,0.00008877031,0.0006853589,0.00009766679,0.004858823,0.002789475,0.006288873,0.0003824824,0.4012664,0.001084022],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"protocol","genre_scores_codex":[0.6589488,0.000001971205,0.0001872351,0.008592623,0.00009501971,0.3318026,0.0001466191,0.00002170806,0.0002033339],"genre_scores_gemma":[0.2555329,5.917859e-7,0.001490083,0.03074238,0.00008586683,0.7116489,0.0000446599,0.00005061941,0.0004039913],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.4034159,"threshold_uncertainty_score":0.568658,"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."}}