{"id":"W4235711535","doi":"10.1586/14737175.2016.1158104","title":"Outpatient neurosurgery","year":2016,"lang":"en","type":"review","venue":"Expert Review of Neurotherapeutics","topic":"Intraoperative Neuromonitoring and Anesthetic Effects","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network; Toronto Western Hospital","funders":"","keywords":"Neurosurgery; Medicine; Medical emergency; SAFER; Perioperative; Evening; Health care; Intensive care medicine; 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":[0.000276261,0.0006509001,0.003510889,0.0001663946,0.00004628173,0.00001109,0.0002422513,0.000227804,0.0001530996],"category_scores_gemma":[0.0002322927,0.0003739898,0.001350354,0.0002972563,0.0001403754,0.00003167616,0.00005115714,0.0005013899,0.0001569576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005571476,"about_ca_system_score_gemma":0.0003270445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.852734e-7,"about_ca_topic_score_gemma":7.59062e-9,"domain_scores_codex":[0.9967448,0.0006127848,0.001227033,0.0005455981,0.0005105724,0.0003592498],"domain_scores_gemma":[0.9975747,0.0005232914,0.0005830873,0.0009663305,0.0001851809,0.0001673731],"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":[0.000004637922,0.0001534361,0.000001531043,0.1575387,0.00007782841,0.0001083927,0.00001436648,1.770853e-9,0.00003385156,0.0000328253,0.002072327,0.8399621],"study_design_scores_gemma":[0.0001150529,0.0003892695,6.548661e-7,0.3399488,0.000316167,0.0004522224,3.271504e-7,1.422707e-7,0.0000558507,7.596477e-7,0.6585233,0.0001974617],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000001516971,0.995546,0.00001498815,0.0004227003,0.00130644,0.001923034,0.00001737441,0.00007257821,0.0006953866],"genre_scores_gemma":[5.848786e-7,0.9928231,0.0001127803,0.005079368,0.000705981,0.0002113883,0.00001692139,0.0001800382,0.0008698625],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8397646,"threshold_uncertainty_score":0.9998712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07151044058298173,"score_gpt":0.4139802761549471,"score_spread":0.3424698355719654,"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."}}