{"id":"W2035836187","doi":"10.1227/01.neu.0000197335.93538.bd","title":"Stereotactic Radiosurgery of the Rete Mirabile in Swine: A Longitudinal Study of Histopathological Changes","year":2006,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Vascular Malformations Diagnosis and Treatment","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Neurological Disorders and Stroke; National Institutes of Health; McGill University","keywords":"Medicine; Pathology; Intimal hyperplasia; Radiosurgery; Fibrosis; Hyperplasia; Immunohistochemistry; Extracellular matrix; Arteriovenous malformation; Anatomy; Smooth muscle; Radiation therapy; Biology; Radiology; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002891462,0.0001188751,0.0004326497,0.0001802444,0.00003244276,0.000004759863,0.00006135939,0.00004487199,0.00003354123],"category_scores_gemma":[0.0001600917,0.00007553068,0.0001739517,0.0003888828,0.0000615993,0.00004165068,0.00004334668,0.0001165523,0.000001921916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004638718,"about_ca_system_score_gemma":0.00003407465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001678392,"about_ca_topic_score_gemma":0.00008904592,"domain_scores_codex":[0.9987585,0.0001470094,0.0004509733,0.0001912357,0.0002957662,0.0001564961],"domain_scores_gemma":[0.9990545,0.0002231193,0.0002071246,0.0004328953,0.00005520403,0.00002715939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005739184,0.002529319,0.995467,0.00005617439,0.00001763219,0.0001704934,0.0001007864,0.00003300904,0.0007942216,0.00001785877,0.0004009842,0.0003551379],"study_design_scores_gemma":[0.0009261331,0.0003692728,0.996698,0.00007328737,0.00009512024,0.0001104703,0.00005099233,0.00002273534,0.001322658,0.00001001183,0.0002658964,0.00005537906],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982656,0.0002826909,9.518692e-7,0.0004944299,0.0002152155,0.0005009294,0.000005049771,0.00001392599,0.0002211849],"genre_scores_gemma":[0.9996946,0.00003159582,0.00001470159,0.00007814467,0.00003598813,0.0000684987,0.000003898433,0.00001088059,0.000061631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002160046,"threshold_uncertainty_score":0.3080052,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03723256878620815,"score_gpt":0.2641596755609029,"score_spread":0.2269271067746947,"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."}}