{"id":"W2589695510","doi":"10.1016/j.wneu.2017.02.011","title":"Quantification of Working Volumes, Exposure, and Target-Specific Maneuverability of the Pterional Craniotomy and Its Minimally Invasive Variants","year":2017,"lang":"en","type":"article","venue":"World Neurosurgery","topic":"Head and Neck Surgical Oncology","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Western Hospital; University Health Network; Toronto General Hospital; University of Toronto","funders":"","keywords":"Craniotomy; Medicine; Cadaver; Nuclear medicine; Software; Biomedical engineering; Surgery; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.0004998678,0.0001261607,0.0004640514,0.00008824912,0.000182454,0.0000225435,0.0001244062,0.00007299404,0.00008191721],"category_scores_gemma":[0.0006487849,0.00009402615,0.00009147624,0.0001096415,0.0003505254,0.00008624337,0.0001264643,0.000184522,0.000001785838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001328453,"about_ca_system_score_gemma":0.0001020244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008546201,"about_ca_topic_score_gemma":0.00002028931,"domain_scores_codex":[0.9986432,0.0001517743,0.0004902087,0.0003245966,0.0002155088,0.0001747249],"domain_scores_gemma":[0.998186,0.0007431602,0.0003994346,0.0004738005,0.00009721643,0.0001003663],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003413768,0.0001514726,0.8167725,0.0001426326,0.0000155366,0.00003512374,0.00004990671,4.081669e-7,0.179401,0.0004891205,0.0002936451,0.002307252],"study_design_scores_gemma":[0.0005951513,0.000072073,0.973982,0.0001886716,0.00002145526,0.00004097485,0.000005378071,0.00004750872,0.01724071,0.00009486913,0.007636769,0.00007446152],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956936,0.0005014332,0.000002916602,0.00184457,0.0004876746,0.0003016538,0.0000126897,0.00001005599,0.001145449],"genre_scores_gemma":[0.9988322,0.0002993084,0.00007649353,0.000189612,0.00008273267,0.000009164431,0.000002843401,0.00001320273,0.0004944045],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1621603,"threshold_uncertainty_score":0.3834275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06454049223057952,"score_gpt":0.281218593746549,"score_spread":0.2166781015159694,"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."}}