{"id":"W4383645610","doi":"10.3171/2023.5.jns221898","title":"Hemifacial spasm: a neurosurgical perspective","year":2023,"lang":"en","type":"article","venue":"Journal of neurosurgery","topic":"Trigeminal Neuralgia and Treatments","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Health Sciences Centre; Manitoba Health","funders":"","keywords":"Hemifacial spasm; Medicine; Microvascular decompression; Neurosurgery; Botulinum toxin; Cure rate; Quality of life (healthcare); Surgery; Facial nerve; Decompression; Intensive care medicine; Trigeminal neuralgia","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":[],"consensus_categories":[],"category_scores_codex":[0.0001944792,0.0001568406,0.0004686459,0.0005655314,0.00006215626,0.00002582325,0.00007677939,0.0000639216,0.00007394362],"category_scores_gemma":[0.0005659282,0.0001163653,0.0004547462,0.0008621071,0.00006221917,0.0001233323,0.00003438168,0.0003794865,0.0001561462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006264302,"about_ca_system_score_gemma":0.0001412547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003018514,"about_ca_topic_score_gemma":1.418522e-7,"domain_scores_codex":[0.9984792,0.00006119507,0.0004724804,0.0001787196,0.0005223884,0.0002859752],"domain_scores_gemma":[0.9987618,0.000309813,0.0002539911,0.0001550675,0.0002439836,0.0002752839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005782387,0.001754083,0.5994081,0.0001201819,0.0004653404,0.1785722,0.0005944002,0.0000459847,0.09880577,0.0005752845,0.1066235,0.007252689],"study_design_scores_gemma":[0.0033922,0.00171226,0.9402196,0.0001466904,0.0003024407,0.02034364,0.0002056431,0.00005857803,0.006288073,0.0004570523,0.02666531,0.0002084786],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926305,0.00009422973,0.000003896929,0.00446141,0.00120345,0.00009596602,0.000005371288,0.00006460092,0.001440619],"genre_scores_gemma":[0.9971586,0.0002185807,0.00002909025,0.0005547142,0.0005165426,0.000001997131,0.000001795183,0.00002910528,0.001489524],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3408115,"threshold_uncertainty_score":0.4745239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03757348829130629,"score_gpt":0.328064152642264,"score_spread":0.2904906643509577,"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."}}