{"id":"W2885383088","doi":"10.1136/bmjebm-2018-111009","title":"In critically ill children, fluid overload is consistently associated with worse outcomes","year":2018,"lang":"en","type":"letter","venue":"BMJ evidence-based medicine","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sinai Health System; Toronto General Hospital; University Health Network","funders":"","keywords":"Critically ill; Intensive care medicine; Medicine; Critical illness","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"commentary","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001198137,0.001194737,0.002963446,0.0008645647,0.0001192217,0.00004573731,0.0003878606,0.001196825,0.005038271],"category_scores_gemma":[0.01395121,0.0007531195,0.0004611747,0.0008311403,0.001210705,0.0002079182,0.00006829841,0.001742344,0.0003161462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009891834,"about_ca_system_score_gemma":0.001247497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001112468,"about_ca_topic_score_gemma":0.0001775674,"domain_scores_codex":[0.9927762,0.0004102409,0.001571186,0.001462761,0.002568627,0.001210957],"domain_scores_gemma":[0.9910526,0.004161662,0.000593257,0.001634744,0.002096144,0.000461539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0003049116,0.000442873,0.3249557,0.0002415981,0.0007967809,0.005110877,0.00009242084,3.934925e-7,0.00001096143,0.000006314819,0.6678393,0.000197864],"study_design_scores_gemma":[0.01996005,0.007812493,0.7654463,0.07036005,0.005688601,0.0003558676,0.00009022442,0.00003821863,0.0004367314,0.00009472678,0.1283548,0.001361905],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.04729031,0.004213786,0.00001959234,0.9432551,0.0007161176,0.003468597,0.0001201081,0.0001569781,0.000759458],"genre_scores_gemma":[0.0311286,0.0005467444,0.0004328823,0.9587775,0.003967233,0.0006686771,0.0008610225,0.0001732049,0.00344407],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.5394844,"threshold_uncertainty_score":0.999492,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1253388323964785,"score_gpt":0.3830451425416596,"score_spread":0.2577063101451811,"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."}}