{"id":"W2766010924","doi":"10.1097/tme.0000000000000169","title":"Reducing Unnecessary Head Computed Tomography in Mild Traumatic Brain Injury","year":2017,"lang":"en","type":"review","venue":"Advanced Emergency Nursing Journal","topic":"Traumatic Brain Injury and Neurovascular Disturbances","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Head injury; Computed tomography; Computed tomographic; Head trauma; Radiology; Head (geology); Traumatic brain injury; Surgery","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001022664,0.0008625555,0.003276753,0.001177088,0.0006313068,0.00008669734,0.0007328917,0.0004178373,0.0002144535],"category_scores_gemma":[0.0003804471,0.0007348053,0.001792958,0.0009501763,0.0002322892,0.0005013136,0.00003762533,0.00246128,0.00002200644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003249941,"about_ca_system_score_gemma":0.0004459145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008454143,"about_ca_topic_score_gemma":0.000008245102,"domain_scores_codex":[0.9947109,0.0005373582,0.002371484,0.0007999748,0.0006948814,0.0008854449],"domain_scores_gemma":[0.9965775,0.0001810203,0.001586007,0.001116093,0.0001118175,0.000427586],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008009191,0.0004469928,0.00003380272,0.009201447,0.0003543543,0.0001658432,0.0004621231,0.00001041073,0.000006636077,0.00002816529,0.002897284,0.9863129],"study_design_scores_gemma":[0.001734596,0.0006174086,0.001654734,0.3477337,0.00172775,0.002859416,0.0001643019,0.00004880509,0.000008860093,0.001580124,0.6407972,0.001073101],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000556116,0.9905153,0.000643664,0.0005512763,0.005358146,0.001056368,0.0000239403,0.00009309518,0.001202089],"genre_scores_gemma":[0.0004400185,0.9944237,0.003728379,0.00007402898,0.0007760223,0.00004829436,0.00007038569,0.0001475594,0.0002916506],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9852397,"threshold_uncertainty_score":0.9998401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1307681316533567,"score_gpt":0.4316072023139133,"score_spread":0.3008390706605566,"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."}}