{"id":"W4361272755","doi":"10.3389/fneur.2023.1105869","title":"Manual neuronavigation for superior semicircular canal dehiscence surgery","year":2023,"lang":"en","type":"article","venue":"Frontiers in Neurology","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Neuronavigation; Dehiscence; Medicine; Semicircular canal; Craniotomy; Temporal bone; Surgery; Anatomy; Radiology; Vestibular system; Resection","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":[0.0003585725,0.000534609,0.000206951,0.0006017594,0.000372036,0.000378767,0.0004276111,0.0004634837,0.002712541],"category_scores_gemma":[0.0009297897,0.000115956,0.0003133436,0.0002252372,0.0007653233,0.0005584145,0.0005138945,0.000800445,0.0005558769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003399348,"about_ca_system_score_gemma":0.000878306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001937904,"about_ca_topic_score_gemma":0.006471952,"domain_scores_codex":[0.999769,0.00004114304,0.00001872697,0.0000310916,0.00009826378,0.00004176502],"domain_scores_gemma":[0.9995472,0.0001776461,0.000129515,0.00005903979,0.00003774494,0.00004880922],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001172057,0.0005026932,0.01921265,0.001138138,0.0001302942,0.02724568,0.00103666,0.003574344,0.1428702,0.00148272,0.006989832,0.7946447],"study_design_scores_gemma":[0.0009419572,0.008334887,0.1393586,0.001146736,0.000434112,0.4986862,0.001177337,0.02100606,0.1809539,0.005870953,0.1416779,0.0004113784],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7929189,0.01569888,0.1603604,0.002332662,0.0005364151,0.0002262631,0.0002242738,0.001588812,0.0261135],"genre_scores_gemma":[0.9388694,0.0052038,0.05136048,0.0005474791,0.0003503462,0.00007823388,0.0001077563,0.0000874912,0.003395192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002712541,"threshold_uncertainty_score":0.00907439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02494467406269275,"score_gpt":0.2763819221389715,"score_spread":0.2514372480762788,"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."}}