{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001990969,0.0001889259,0.000396914,0.0005784668,0.00009370372,0.00001184275,0.00005561117,0.00007444388,0.0001563993],"category_scores_gemma":[0.0001917403,0.0001692635,0.0002830418,0.0007501627,0.0000336361,0.0001458968,0.00003112257,0.0001872601,0.0002560104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000596635,"about_ca_system_score_gemma":0.0001572947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004047623,"about_ca_topic_score_gemma":6.682477e-7,"domain_scores_codex":[0.9984803,0.00005690356,0.0004739652,0.0002983341,0.000332011,0.0003584431],"domain_scores_gemma":[0.9991391,0.0001805265,0.00009694595,0.000365847,0.00003944359,0.0001781088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001814371,0.0005595869,0.9865953,0.00001837891,0.00002327846,0.0005445983,0.0000326576,0.00002089031,0.000007556593,0.00001017538,0.01091934,0.001250097],"study_design_scores_gemma":[0.0009967356,0.00004757216,0.9955599,0.000007545963,0.00008034695,0.001707945,0.00000226076,0.00002932118,0.0001035922,0.000006022154,0.001313976,0.0001448016],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962891,0.001868808,0.000007929001,0.0004386531,0.0002490093,0.0003640445,0.000007582295,0.0001015561,0.000673335],"genre_scores_gemma":[0.9915406,0.006909115,0.00007653784,0.0006570388,0.0004656488,0.00007847256,0.00005052516,0.00003073345,0.0001913938],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009605363,"threshold_uncertainty_score":0.6902366,"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."}}