{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006814032,0.001157293,0.002170512,0.005538617,0.0003405343,0.001645879,0.00100185,0.001516549,0.006073174],"category_scores_gemma":[0.001552344,0.0004343528,0.0009063269,0.006279607,0.0005641731,0.002310033,0.001090479,0.001453749,0.001318824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005522188,"about_ca_system_score_gemma":0.002087671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001686055,"about_ca_topic_score_gemma":0.004339317,"domain_scores_codex":[0.999692,0.00005075636,0.00008750713,0.00006386871,0.00008002546,0.00002590258],"domain_scores_gemma":[0.9990849,0.0005162565,0.000192674,0.00001437402,0.0001308586,0.00006080584],"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":[0.0002032251,0.0001326692,0.000668465,0.09246419,0.000404986,0.0004634216,0.000162278,0.0003342164,0.000769796,0.001560152,0.03716728,0.8656693],"study_design_scores_gemma":[0.0001252499,0.0003021894,0.003904678,0.0410378,0.001959564,0.00401132,0.0003708167,0.0001940599,0.0002241701,0.001907543,0.9458771,0.00008542907],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005838368,0.9995147,0.00002567744,0.00008937751,0.00009411103,0.000002894036,0.00001570517,0.000002171585,0.0001970132],"genre_scores_gemma":[0.0002893808,0.9992515,0.00006278558,0.0001326583,0.0001526691,0.000002890346,0.00001650773,4.763414e-7,0.00009101142],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006073174,"threshold_uncertainty_score":0.02031678,"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."}}