{"id":"W2062104635","doi":"10.1159/000121037","title":"Gamma Knife Radiosurgery in Children","year":2008,"lang":"en","type":"article","venue":"Pediatric Neurosurgery","topic":"Vascular Malformations Diagnosis and Treatment","field":"Medicine","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Regional Cancer Foundation","funders":"","keywords":"Medicine; Radiosurgery; Arteriovenous malformation; Intracranial Arteriovenous Malformations; Surgery; Central nervous system disease; Radiology; Radiation therapy; Cerebral angiography; Angiography","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":[0.000124998,0.0004138878,0.0004865844,0.0005608794,0.0008930108,0.0003713148,0.000196669,0.0003446407,0.002492224],"category_scores_gemma":[0.0007447284,0.000340615,0.0003861815,0.0009188277,0.0005416361,0.000244639,0.0002967129,0.0004676796,0.000454984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001077836,"about_ca_system_score_gemma":0.0009908075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006673441,"about_ca_topic_score_gemma":0.01341762,"domain_scores_codex":[0.9997237,0.0000248534,0.00002258943,0.00003663103,0.00005986063,0.0001322583],"domain_scores_gemma":[0.9996836,0.00003872434,0.0001615417,0.00001347087,0.00002622227,0.00007634876],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002794336,0.0001549319,0.9162114,0.0001717855,0.00009974805,0.04528398,0.001133769,0.0007931288,0.00397899,0.0005447867,0.003390975,0.02795707],"study_design_scores_gemma":[0.0001055074,0.001091144,0.7336735,0.0001112153,0.000175522,0.2469711,0.001463097,0.0003797018,0.002909385,0.0002968502,0.01279401,0.0000290225],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994862,0.001768766,0.0002741014,0.0001275405,0.00001973388,0.00002488239,0.0002367392,0.00002329593,0.00266296],"genre_scores_gemma":[0.9962103,0.002102154,0.0003919335,0.000119236,0.00003251977,0.00002894418,0.0003266201,0.00001943791,0.0007687096],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006673441,"threshold_uncertainty_score":0.01326925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0174963810338362,"score_gpt":0.2254632031555265,"score_spread":0.2079668221216903,"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."}}