{"id":"W4361808038","doi":"10.5847/wjem.j.1920-8642.2023.042","title":"Age-appropriateness of decision for brain CT scan in elderly patients with mild traumatic brain injury","year":2023,"lang":"en","type":"article","venue":"World Journal of Emergency Medicine","topic":"Traumatic Brain Injury and Neurovascular Disturbances","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Traumatic brain injury; Computed tomography; Radiology; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00204876,0.0002577731,0.0010289,0.001095376,0.00005971728,0.000003077682,0.0002673492,0.00004370965,0.0003955299],"category_scores_gemma":[0.00165624,0.0001643714,0.0002572276,0.00192413,0.0001336031,0.0001451911,0.00002152141,0.0003248052,0.000003089259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004706398,"about_ca_system_score_gemma":0.0001093099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003275275,"about_ca_topic_score_gemma":0.0002573995,"domain_scores_codex":[0.9965486,0.0001349037,0.001754601,0.0002571795,0.0009579054,0.0003468016],"domain_scores_gemma":[0.9976371,0.00069446,0.0007615717,0.0003453623,0.0003587206,0.0002027777],"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":[0.01466793,0.002707278,0.3044655,0.004725297,0.001398214,0.0005071377,0.007451207,0.0002411062,0.006675521,0.000741312,0.3511064,0.3053131],"study_design_scores_gemma":[0.01786032,0.008368032,0.9471154,0.007266878,0.0004644987,0.00004186225,0.0009593968,0.0001169457,0.0007491519,0.002974121,0.01374774,0.0003356805],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911407,0.0007210999,0.0005115556,0.004984802,0.001473615,0.0008000789,0.00001189169,0.00002000845,0.0003362477],"genre_scores_gemma":[0.9972716,0.0002393958,0.0008463381,0.0002567667,0.0003064524,0.00002348888,0.0000306539,0.00004656186,0.0009787637],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6426499,"threshold_uncertainty_score":0.6702871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06243477271983995,"score_gpt":0.3475698603554468,"score_spread":0.2851350876356069,"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."}}