{"id":"W4297013664","doi":"10.1136/svn-2022-001583","title":"Prospective, multicentre study of screening, investigation and management of hyponatraemia after subarachnoid haemorrhage in the UK and Ireland","year":2022,"lang":"en","type":"review","venue":"Stroke and Vascular Neurology","topic":"Electrolyte and hormonal disorders","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"National Institute for Health and Care Research; Cancer Research UK; Wellcome Trust","keywords":"Medicine; Hyponatremia; Logistic regression; Urine osmolality; Subarachnoid hemorrhage; Confidence interval; Internal medicine; Urine; Anesthesia","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001327884,0.000397067,0.0007128837,0.0006742615,0.0004142231,0.0008889295,0.0006251599,0.0006042312,0.001393719],"category_scores_gemma":[0.00497558,0.0005645512,0.0005530988,0.001545572,0.0005441834,0.0006570018,0.00115178,0.0005847898,0.0003923798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001538409,"about_ca_system_score_gemma":0.001534382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03423722,"about_ca_topic_score_gemma":0.03312472,"domain_scores_codex":[0.9979469,0.0007563242,0.0002668872,0.0003916445,0.000287913,0.0003504492],"domain_scores_gemma":[0.9955131,0.0004812834,0.002412926,0.0002730815,0.0005737458,0.000745743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002977627,0.00004266224,0.9979673,0.00003703051,0.00003431389,0.0001872779,0.0001944001,0.00002162844,0.0001039838,0.0000100029,0.000218806,0.000884896],"study_design_scores_gemma":[0.00003349784,0.0001717062,0.9989705,0.00001524619,0.0000132025,0.0002596039,0.0002831086,0.00004324265,0.00001578365,0.000004533198,0.0001846779,0.000004857876],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.9979166,0.0002172063,0.00007899162,0.00008048747,0.00001310255,0.00007563996,0.001059662,0.000004030069,0.0005542666],"genre_scores_gemma":[0.9985843,0.0001490248,0.0001371029,0.0001232268,0.00001484134,0.00008033573,0.0006728414,0.000003208602,0.0002350854],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.03423722,"threshold_uncertainty_score":0.06807584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02206437565625895,"score_gpt":0.276213699878569,"score_spread":0.25414932422231,"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."}}