{"id":"W3128164079","doi":"","title":"Acute Kidney Injury Network: report of an initiative to improve outcomes in acute kidney injury","year":2007,"lang":"en","type":"article","venue":"Publisher","topic":"Acute Kidney Injury Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"","keywords":"Multidisciplinary approach; Acute kidney injury; Medicine; Intensive care medicine; Creatinine; Nephrology; Medical emergency; Internal medicine; Political science","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003592184,0.0005209625,0.001222927,0.00110193,0.0000949542,0.0001630453,0.0007172718,0.0004919289,0.0009763116],"category_scores_gemma":[0.005529319,0.0004480893,0.0002556855,0.002122085,0.0002377612,0.001890608,0.0006275931,0.00120224,0.0000952921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004469804,"about_ca_system_score_gemma":0.001986118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000300069,"about_ca_topic_score_gemma":0.00001509948,"domain_scores_codex":[0.9942147,0.0001642598,0.001552023,0.001031166,0.001416578,0.001621248],"domain_scores_gemma":[0.9936172,0.0001178944,0.0004319988,0.001688389,0.000951738,0.003192781],"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":[0.002372996,0.0005771512,0.19565,0.00005939748,0.0007569758,0.001698725,0.0005398595,7.668106e-8,0.007246757,0.0001213684,0.7856433,0.00533335],"study_design_scores_gemma":[0.007804067,0.00568395,0.3659166,0.0003741591,0.0008283965,0.0006209455,0.0003765571,0.00008621516,0.04194149,0.001616652,0.573187,0.001564012],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.703977,0.00002803755,0.001115703,0.07654005,0.006554094,0.006463541,0.006122434,0.0006357361,0.1985634],"genre_scores_gemma":[0.7854286,0.00005049212,0.02654343,0.1230252,0.002800583,0.0007520599,0.00484169,0.0005172868,0.05604055],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2124563,"threshold_uncertainty_score":0.9999369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0227134042490636,"score_gpt":0.3605906520132316,"score_spread":0.337877247764168,"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."}}