{"id":"W4382656240","doi":"10.1097/01.eem.0000945444.32507.8c","title":"UpToDate","year":2023,"lang":"en","type":"article","venue":"Emergency Medicine News","topic":"Traumatic Brain Injury and Neurovascular Disturbances","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003315955,0.0001659106,0.0003460654,0.000178994,0.00008796799,0.000001390061,0.0001230242,0.00005754611,0.010406],"category_scores_gemma":[0.0004281228,0.0001172148,0.0001399896,0.0009627323,0.00008627745,0.00005889681,0.00003112419,0.0001746313,0.001587639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001123806,"about_ca_system_score_gemma":0.00002877392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006397026,"about_ca_topic_score_gemma":0.00001691745,"domain_scores_codex":[0.9984363,0.00004541459,0.0004626946,0.0003183837,0.0004228048,0.0003143926],"domain_scores_gemma":[0.9991499,0.00004654656,0.00007212061,0.0004837388,0.00005421598,0.000193475],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005480158,0.00004970135,0.01489926,0.0001648812,0.00009090023,0.00005525521,0.0006801899,0.000001746635,0.005335068,0.0008345425,0.9657398,0.01209384],"study_design_scores_gemma":[0.00158012,0.0004861226,0.2188849,0.0001696936,0.0001741431,0.00004727054,0.0006129633,0.0001190977,0.0008272323,0.00131928,0.7755871,0.0001920205],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7764365,0.001725007,0.0001599006,0.02944314,0.006069616,0.0005857474,0.000005470964,0.0009068761,0.1846678],"genre_scores_gemma":[0.888715,0.007178585,0.0001935333,0.002055472,0.003324221,0.0001071372,0.0002056153,0.00008582597,0.09813461],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2039857,"threshold_uncertainty_score":0.9991897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07606321892590505,"score_gpt":0.3537169862799516,"score_spread":0.2776537673540466,"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."}}