{"id":"W6958374957","doi":"10.6084/m9.figshare.c.6306134.v1","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":"other","venue":"Figshare","topic":"Particle accelerators and beam dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; University of Alberta","funders":"","keywords":"Psychological intervention; Critically ill; Protocol (science); Acute care; Acute kidney injury; Intensive care unit; Renal replacement therapy; Quality (philosophy); Baseline (sea)","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":[0.07237203,0.003479849,0.003495669,0.003538305,0.007575298,0.004667754,0.004432647,0.005006181,0.0826885],"category_scores_gemma":[0.05306558,0.00284865,0.003947187,0.004193768,0.00260568,0.002128761,0.002955242,0.006505721,0.01728017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02374893,"about_ca_system_score_gemma":0.118347,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05558431,"about_ca_topic_score_gemma":0.1211176,"domain_scores_codex":[0.9731333,0.01461746,0.004011457,0.002358331,0.003456375,0.002422985],"domain_scores_gemma":[0.9461939,0.009705448,0.004850328,0.005977788,0.02748057,0.005791965],"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":[0.1491165,0.04681717,0.01418626,0.05554106,0.001590234,0.002501748,0.01524084,0.009707644,0.008114551,0.03543193,0.2960048,0.3657473],"study_design_scores_gemma":[0.2260098,0.03149487,0.04373392,0.03020939,0.0009576178,0.0002889824,0.005398715,0.005062535,0.004259722,0.01042669,0.6414809,0.0006768467],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001037917,0.00009961079,0.00168277,0.000243833,0.0002748661,0.9929508,0.00211381,0.00005839254,0.001537966],"genre_scores_gemma":[0.0008510126,0.00006808601,0.003238507,0.0001624816,0.00003011486,0.9947783,0.0003669586,0.000004384794,0.0005002337],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.9444157,"threshold_uncertainty_score":0.3827445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02381674084371994,"score_gpt":0.2815016311798603,"score_spread":0.2576848903361404,"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."}}