{"id":"W2046821179","doi":"10.1016/j.wneu.2011.07.030","title":"Shunts and Aneurysms","year":2011,"lang":"en","type":"letter","venue":"World Neurosurgery","topic":"Pituitary Gland Disorders and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Endoscope; Skull; Surgery; Neurosurgery; Endoscopic surgery; Endoscopy","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":[0.00004588082,0.0003616228,0.0005861794,0.0003917244,0.00006860439,0.00002658458,0.00006269199,0.0002296947,0.0004833583],"category_scores_gemma":[0.00002946676,0.0002923501,0.0001748076,0.000177321,0.00008823028,0.00005489305,0.00005734998,0.0008573756,0.0001523563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001357738,"about_ca_system_score_gemma":0.00004894557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004935144,"about_ca_topic_score_gemma":0.000008901037,"domain_scores_codex":[0.9984932,0.0000457422,0.0002737474,0.0005362919,0.0002407398,0.0004103135],"domain_scores_gemma":[0.999166,0.0001282332,0.0001062561,0.0004444837,0.00002315905,0.0001318691],"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":[0.00005682222,0.00007633888,0.07947307,0.0001465093,0.00005679102,0.01779284,0.00001187206,7.736459e-9,0.0000110724,0.000003906569,0.9011399,0.001230859],"study_design_scores_gemma":[0.0006449323,0.00009266259,0.04601462,0.0001000716,0.0002344121,0.0008837655,7.605662e-7,9.764262e-7,0.00004730821,0.0001698647,0.9515541,0.000256568],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.08582336,0.004546921,0.000002158051,0.7915527,0.00356468,0.001082509,0.0001762309,0.0004133224,0.1128382],"genre_scores_gemma":[0.04379009,0.0004301892,0.00002419198,0.8912604,0.001251323,0.00003356729,0.0003498052,0.00009950939,0.06276093],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09970776,"threshold_uncertainty_score":0.9999529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03011655752180765,"score_gpt":0.2388913843728503,"score_spread":0.2087748268510427,"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."}}