{"id":"W4205652334","doi":"10.1007/s10072-022-05894-3","title":"Determinants of hyponatremia following a traumatic brain injury","year":2022,"lang":"en","type":"article","venue":"Neurological Sciences","topic":"Electrolyte and hormonal disorders","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Foothills Medical Centre; University of Calgary; McGill University Health Centre","funders":"","keywords":"Hyponatremia; Medicine; Traumatic brain injury; Incidence (geometry); Neurosurgery; Neurology; Neuroradiology; Intracerebral hemorrhage; Internal medicine; Anesthesia; Pediatrics; Subarachnoid hemorrhage; Surgery","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":[0.0004199158,0.00006614184,0.0001867458,0.00006947007,0.0002225945,0.000006554651,0.000199422,0.00002339046,0.0002135312],"category_scores_gemma":[0.0001826305,0.00004572478,0.0001151267,0.0004285823,0.0001550157,0.00004194025,0.00007856698,0.0001712561,0.000003331666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006576838,"about_ca_system_score_gemma":0.00005957184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001099326,"about_ca_topic_score_gemma":0.00000431275,"domain_scores_codex":[0.9988584,0.00008319812,0.0001713419,0.0002126358,0.0004527645,0.0002216794],"domain_scores_gemma":[0.9996355,0.0001726819,0.00005329847,0.00007669527,0.000006959054,0.00005484622],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005706943,0.0006250982,0.7428038,0.000035288,0.00001416283,0.000319223,0.0003365854,0.000088104,0.1447061,0.0008668083,0.002039959,0.1075942],"study_design_scores_gemma":[0.0005691691,0.01205042,0.9779794,0.000005621323,0.00003678313,0.0001010032,0.0001463421,0.002296852,0.0009555748,0.003631,0.002108188,0.0001195972],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914362,0.0001879898,0.000001361591,0.002181469,0.00003998093,0.0001250822,0.000001486512,0.00002446947,0.006001924],"genre_scores_gemma":[0.9957564,0.000004080611,0.00009384303,0.004025737,0.00001072415,0.00001592668,5.657247e-7,0.000002851744,0.00008984156],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2351757,"threshold_uncertainty_score":0.2338016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03997457455206676,"score_gpt":0.3266677125391849,"score_spread":0.2866931379871181,"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."}}