{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006591653,0.0015558,0.00141867,0.00351162,0.001550133,0.006960423,0.001947198,0.003320554,0.952915],"category_scores_gemma":[0.004608765,0.0008405693,0.001373098,0.002862391,0.0006417338,0.003809934,0.00455462,0.00274932,0.9538968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001234817,"about_ca_system_score_gemma":0.002059072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003145919,"about_ca_topic_score_gemma":0.003620997,"domain_scores_codex":[0.9988417,0.0001119437,0.0001202948,0.0002433885,0.0005065372,0.0001762267],"domain_scores_gemma":[0.9973503,0.0002902616,0.0001724524,0.000328892,0.001171714,0.0006864582],"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":[0.00001633635,0.00003617034,0.00007093752,0.0002571203,0.000002611958,0.00003485159,0.000008349572,0.00001614092,0.00005123569,0.0005541549,0.9532971,0.04565497],"study_design_scores_gemma":[0.00001740111,0.00001030502,0.0002075147,0.0001286636,0.000001319817,0.00006368328,0.00001254515,0.00001592967,0.00003511348,0.0001906984,0.9993119,0.00000495337],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000214672,0.001068491,0.0003650263,0.002224269,0.004990957,0.0003678475,0.01710297,0.003858681,0.969807],"genre_scores_gemma":[0.001291282,0.001295959,0.0004716157,0.003414386,0.0007766054,0.0001305912,0.01224346,0.00123819,0.979138],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.952915,"threshold_uncertainty_score":0,"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."}}