{"id":"W4404213356","doi":"10.1007/978-3-031-64892-2_2","title":"Declaration of Computational Neurosurgery","year":2024,"lang":"en","type":"article","venue":"Advances in experimental medicine and biology","topic":"Anatomy and Medical Technology","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Michael's Hospital; Hospital for Sick Children; SickKids Foundation; University of Toronto; University Health Network; McGill University","funders":"","keywords":"Declaration; Medicine; Neuroscience; Computer science; Psychology; Programming language","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":[0.007475474,0.0008448722,0.001144791,0.001956382,0.002131087,0.004998877,0.00365876,0.003982612,0.1477932],"category_scores_gemma":[0.1059427,0.0005425906,0.0008618597,0.001232364,0.002892939,0.001465219,0.003957991,0.006368907,0.07332981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001658574,"about_ca_system_score_gemma":0.01209518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00137365,"about_ca_topic_score_gemma":0.002241174,"domain_scores_codex":[0.9933369,0.001794079,0.0008793584,0.0009990322,0.002342043,0.0006485964],"domain_scores_gemma":[0.9388555,0.01610044,0.002818791,0.01295534,0.02164505,0.007624866],"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":[0.0002675289,0.00001920581,0.0003178937,0.0003817917,0.00002417606,0.0003548241,0.0004467999,0.0002191169,0.0005942474,0.08786555,0.8771005,0.03240849],"study_design_scores_gemma":[0.00002171609,0.00001132465,0.0001484787,0.0003206589,0.000008801229,0.0003997977,0.00009955962,0.0001930148,0.0003543934,0.01054261,0.9878901,0.00000973249],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.005305503,0.005324773,0.07754043,0.1796501,0.2196272,0.001881494,0.04032589,0.002306051,0.4680386],"genre_scores_gemma":[0.1023997,0.007033395,0.08216543,0.073461,0.0873468,0.009041769,0.04083,0.003660218,0.5940617],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1477932,"threshold_uncertainty_score":0.4944174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02182220762363201,"score_gpt":0.3285255721689642,"score_spread":0.3067033645453322,"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."}}