{"id":"W3038073585","doi":"10.1016/j.wneu.2020.06.153","title":"Modern Brain Retractors and Surgical Brain Injury: A Review","year":2020,"lang":"en","type":"review","venue":"World Neurosurgery","topic":"Traumatic Brain Injury and Neurovascular Disturbances","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Retractor; Fixation (population genetics); 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009690173,0.000951834,0.005167133,0.0004245616,0.0001233974,0.00008080802,0.0002741137,0.0002806743,0.0002606194],"category_scores_gemma":[0.001931512,0.0007455284,0.001784415,0.001561856,0.0002447806,0.000126371,0.0001810991,0.001723148,0.0001096886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005573633,"about_ca_system_score_gemma":0.0003692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002120371,"about_ca_topic_score_gemma":0.000001870643,"domain_scores_codex":[0.9947284,0.0009647978,0.00163265,0.0013868,0.0007045838,0.0005827788],"domain_scores_gemma":[0.9944518,0.003231299,0.0006409237,0.001003648,0.00004115051,0.0006311801],"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":[0.00004098182,0.00007713692,0.00001975297,0.08133395,0.0001627657,0.001587318,0.00001083562,3.973605e-9,0.000001284325,0.00008366962,0.174081,0.7426013],"study_design_scores_gemma":[0.0002398384,0.0001168501,0.00004329604,0.07229717,0.001364881,0.001809374,5.747575e-7,0.000002554534,0.000001656785,0.00002533189,0.9235563,0.000542179],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002327711,0.9826654,0.000002093353,0.01282889,0.0006716229,0.001747493,0.0001037478,0.0002754401,0.001682066],"genre_scores_gemma":[0.00003084322,0.9791934,0.00002305181,0.01629182,0.000585746,0.0001682487,0.0001516933,0.0001971599,0.003358052],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7494752,"threshold_uncertainty_score":0.9994996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06286135724924036,"score_gpt":0.3457048492046247,"score_spread":0.2828434919553844,"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."}}