{"id":"W1625383770","doi":"10.1186/s13643-015-0088-1","title":"Quality indicators in continuous renal replacement therapy (CRRT) care in critically ill patients: protocol for a systematic review","year":2015,"lang":"en","type":"review","venue":"Systematic Reviews","topic":"Acute Kidney Injury Research","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health; University of Calgary; University of Alberta","funders":"Alberta Innovates","keywords":"Medicine; Renal replacement therapy; MEDLINE; Intensive care medicine; CINAHL; Intensive care unit; Health care; Systematic review; Cochrane Library; Intensive care; Medical emergency; Nursing; Randomized controlled trial; Psychological intervention; Surgery","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"systematic_review","genre":"protocol","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"systematic_review","genre":"protocol","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","metaepi_broad"],"consensus_categories":["metaresearch","metaepi_narrow"],"category_scores_codex":[0.03305979,0.001596688,0.02974468,0.001478383,0.00006772437,0.00009644755,0.001221973,0.0007153109,0.0001292229],"category_scores_gemma":[0.08155368,0.0008674276,0.002288111,0.002484231,0.0001254445,0.0001569818,0.0002146545,0.0011794,0.0003962627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003172493,"about_ca_system_score_gemma":0.002386341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000174796,"about_ca_topic_score_gemma":0.00001428939,"domain_scores_codex":[0.962809,0.01611988,0.0161065,0.001472508,0.002368376,0.001123716],"domain_scores_gemma":[0.9835494,0.001936871,0.006212502,0.003947075,0.00358694,0.0007672511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001166105,0.0005012134,0.00003082871,0.9645171,0.000284269,0.00002483497,0.0002973502,1.382017e-9,2.188161e-8,0.00004600255,0.01773378,0.01644796],"study_design_scores_gemma":[0.002643815,0.0007537369,4.930067e-7,0.54312,0.0009074149,0.00003662392,0.0001068632,5.454623e-7,5.703412e-8,0.000005175189,0.4520194,0.0004059183],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"protocol","genre_scores_codex":[6.616429e-8,0.5126004,0.00001747906,0.00006531997,0.00005096575,0.4864816,0.0001364604,0.00003061636,0.0006171094],"genre_scores_gemma":[5.215258e-8,0.4874482,0.0003269913,0.0009096272,0.000053386,0.5104805,0.0003315629,0.0001090827,0.0003406021],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.4342856,"threshold_uncertainty_score":0.9996781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1536981543933803,"score_gpt":0.5110168050319056,"score_spread":0.3573186506385253,"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."}}