{"id":"W3120540451","doi":"10.1371/journal.pmed.1003408","title":"Recognition and management of community-acquired acute kidney injury in low-resource settings in the ISN 0by25 trial: A multi-country feasibility study","year":2021,"lang":"en","type":"article","venue":"PLoS Medicine","topic":"Acute Kidney Injury Research","field":"Medicine","cited_by":67,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; University of Calgary","funders":"National Institutes of Health; International Society of Nephrology; International Society for Heart and Lung Transplantation","keywords":"Medicine; Kidney disease; Acute kidney injury; Dipstick; Referral; Psychological intervention; Creatinine; Intensive care medicine; Emergency medicine; Internal medicine; Urinary system; Family medicine; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004503084,0.0002471414,0.0007906629,0.0003221435,0.0001032939,0.00001488375,0.0003086168,0.0001186226,0.0002211313],"category_scores_gemma":[0.00269307,0.0001739826,0.00004840836,0.001257483,0.0003644942,0.00009669814,0.0003155102,0.000859818,0.000008986236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001601793,"about_ca_system_score_gemma":0.0001573656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002706912,"about_ca_topic_score_gemma":0.00005728448,"domain_scores_codex":[0.9955999,0.001765671,0.0008866003,0.0003716616,0.0009871251,0.0003890852],"domain_scores_gemma":[0.9979199,0.0004173245,0.000177553,0.001029855,0.0002060607,0.0002492765],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.1564479,0.09118292,0.2952591,0.01495418,0.004445435,0.006598759,0.1758245,3.551931e-7,0.05912913,0.00003369408,0.1657516,0.03037236],"study_design_scores_gemma":[0.4215108,0.01515732,0.3792178,0.01299732,0.00288395,0.0002150961,0.1546606,0.0005329304,0.006564657,0.0002667416,0.005239785,0.0007530255],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9815242,0.0001151382,0.000006682109,0.0124906,0.00006865463,0.004154382,0.0002065678,0.0000339602,0.001399773],"genre_scores_gemma":[0.9902717,0.0003813631,0.0002925341,0.007188832,0.0001248426,0.0004126174,0.0008443933,0.00003925763,0.0004444189],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2650629,"threshold_uncertainty_score":0.7094806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1165689216414517,"score_gpt":0.3869409118744764,"score_spread":0.2703719902330246,"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."}}