{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000062078,0.0002357397,0.0002625604,0.0001125585,0.00004407886,0.00003900042,0.0003576061,0.00007779851,0.02036069],"category_scores_gemma":[0.00046005,0.0001866469,0.00007462894,0.0001842906,0.000002913446,0.00004412121,0.0001666788,0.0001568149,0.00002409327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001181574,"about_ca_system_score_gemma":0.00006126516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002246392,"about_ca_topic_score_gemma":0.0003910198,"domain_scores_codex":[0.9988874,0.00003489686,0.0003116801,0.0002660076,0.0002133081,0.0002866673],"domain_scores_gemma":[0.9992318,0.00007716615,0.00007818729,0.0003827737,0.0001471257,0.00008295421],"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":[0.0001482705,0.0004051202,0.00164544,0.0006109262,0.0001941884,0.000005439135,0.0006307246,0.0001434769,0.0000662718,0.00000204086,0.9935912,0.002556845],"study_design_scores_gemma":[0.005730705,0.001469112,0.00226845,0.001411901,0.00005556806,6.132168e-7,0.0001627443,0.005568689,0.000294593,0.000004974091,0.9822505,0.0007822011],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.005370462,0.00002662712,0.00001328482,0.0001306119,0.0002697477,0.7076167,0.2685103,0.0003687504,0.01769361],"genre_scores_gemma":[0.004030105,8.193864e-7,0.0001692714,0.0008196317,0.0001163775,0.9820836,0.008491636,0.0005197176,0.003768833],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.274467,"threshold_uncertainty_score":0.9805349,"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."}}