{"id":"W4404213333","doi":"10.1007/978-3-031-64892-2_30","title":"Comprehensive Overview of Computational Modeling and Artificial Intelligence in Pediatric Neurosurgery","year":2024,"lang":"en","type":"review","venue":"Advances in experimental medicine and biology","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"SickKids Foundation; University of Toronto; McMaster University","funders":"","keywords":"Computer science; Neurosurgery; Pediatric neurosurgery; Artificial intelligence; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009069649,0.001140777,0.001488451,0.002971999,0.0002520194,0.001340818,0.001048602,0.001202212,0.004328155],"category_scores_gemma":[0.00162369,0.0004003194,0.000837625,0.003092694,0.0004666265,0.001511815,0.0008064082,0.001762632,0.001692382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007089569,"about_ca_system_score_gemma":0.002213862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002524735,"about_ca_topic_score_gemma":0.003761093,"domain_scores_codex":[0.9997653,0.00005016111,0.00004484597,0.0000354279,0.00008400212,0.0000201869],"domain_scores_gemma":[0.99914,0.0005758822,0.00006686518,0.0000204013,0.0001582962,0.00003849743],"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":[0.00004750212,0.00008369551,0.0002050545,0.02548989,0.0001457205,0.0001341737,0.00005286797,0.001097825,0.0007696184,0.007967583,0.03727971,0.9267264],"study_design_scores_gemma":[0.00002275396,0.0001073809,0.0009061723,0.01100426,0.0002948258,0.0008130925,0.00005893143,0.000838128,0.0005190467,0.006295769,0.9791013,0.0000382995],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007263799,0.9980766,0.0005502618,0.0002362612,0.0001649028,0.000006311484,0.00002704379,0.00001139402,0.0008546424],"genre_scores_gemma":[0.0004253768,0.9979716,0.0007283199,0.0001765683,0.0002695798,0.000007494042,0.00004440329,0.000002750423,0.0003738834],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004328155,"threshold_uncertainty_score":0.01447916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4358539652313195,"score_gpt":0.554206779946623,"score_spread":0.1183528147153036,"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."}}