{"id":"W4284989484","doi":"10.1007/s00701-022-05296-6","title":"How I do it: cerebellopontine angle epidermoid cyst removal with endoscopic assistance","year":2022,"lang":"en","type":"article","venue":"Acta Neurochirurgica","topic":"Teratomas and Epidermoid Cysts","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; Hôpital de l'Enfant-Jésus","funders":"","keywords":"Cerebellopontine angle; Epidermoid cyst; Medicine; Neuroradiology; Neurosurgery; Interventional radiology; Cyst; Radiology; Surgery; Neurology; Magnetic resonance imaging","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":[0.0002019401,0.0003715419,0.0006118625,0.0001633506,0.0005142288,0.0001285331,0.0003097989,0.00006095351,0.0007030079],"category_scores_gemma":[0.0001096308,0.0003041237,0.0001675309,0.000599182,0.00009721176,0.0001866859,0.0002251621,0.0006798872,0.0000197483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001020623,"about_ca_system_score_gemma":0.0001507688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001813322,"about_ca_topic_score_gemma":0.00001559622,"domain_scores_codex":[0.9973099,0.0001856783,0.000351387,0.0007658745,0.000739836,0.0006473733],"domain_scores_gemma":[0.9983503,0.0001415207,0.0002256565,0.0008930036,0.00007779949,0.0003117323],"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":[0.008794058,0.00401416,0.05193375,0.001004419,0.0009904727,0.1017557,0.002885814,0.0001021753,0.3109575,0.006423203,0.4931212,0.0180175],"study_design_scores_gemma":[0.003696622,0.001159552,0.01805348,0.00007640714,0.000122703,0.009419272,0.0002948684,0.0001475857,0.001424255,0.00006606601,0.9651892,0.0003500581],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9195034,0.0008410161,0.0001072886,0.05132379,0.0005075535,0.0006912422,0.00006776056,0.0003192949,0.02663863],"genre_scores_gemma":[0.9789421,0.0000728934,0.001232276,0.004502811,0.0003031545,0.0001064915,0.00007003396,0.00009212374,0.01467814],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4720679,"threshold_uncertainty_score":0.9999411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01356492801908406,"score_gpt":0.2354197476065844,"score_spread":0.2218548195875003,"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."}}