{"id":"W4400542431","doi":"10.1227/neu.0000000000003102","title":"Stereotactic Radiosurgery for Intermediate (III) or High (IV-V) Spetzler-Martin Grade Arteriovenous Malformations: International Stereotactic Radiosurgery Society Practice Guideline","year":2024,"lang":"en","type":"review","venue":"Neurosurgery","topic":"Vascular Malformations Diagnosis and Treatment","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Radiosurgery; Medicine; Guideline; Intracranial Arteriovenous Malformations; Arteriovenous malformation; Radiology; Nuclear medicine; Radiation therapy; Angiography; Cerebral angiography; Pathology","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":["metaepi_narrow"],"category_scores_codex":[0.002110079,0.001549998,0.004148819,0.001273729,0.0003337234,0.0007575235,0.0004800314,0.0006666948,0.00056089],"category_scores_gemma":[0.00241347,0.001151049,0.004879577,0.001134166,0.0001683424,0.001495818,0.0002987769,0.001321688,0.0005599903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001140518,"about_ca_system_score_gemma":0.001673706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003017804,"about_ca_topic_score_gemma":0.000003830002,"domain_scores_codex":[0.9910864,0.0004452041,0.004601956,0.001436605,0.001265028,0.001164812],"domain_scores_gemma":[0.9908868,0.004086976,0.002306437,0.001566734,0.0006146078,0.0005384184],"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":[0.000555311,0.003125227,0.00008116955,0.028585,0.01099503,0.003048216,0.0004111664,0.00001246088,0.00000174965,0.000214113,0.5030394,0.4499311],"study_design_scores_gemma":[0.001717437,0.000338433,0.00003935,0.01093956,0.0121819,0.008372025,0.0001040197,0.0007594157,0.00000294816,0.00003354484,0.9645759,0.0009353972],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006882224,0.9698174,0.0005639166,0.005320336,0.01563632,0.005714035,0.001176748,0.0006863734,0.0003966584],"genre_scores_gemma":[0.0004966077,0.9812144,0.001883117,0.004471958,0.00242543,0.002661386,0.004758122,0.0004358815,0.001653075],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4615366,"threshold_uncertainty_score":0.9997249,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06044715436555791,"score_gpt":0.3629193519410084,"score_spread":0.3024721975754505,"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."}}