{"id":"W2062938748","doi":"10.1001/archneur.60.2.273","title":"Clinical Exacerbation of Multiple Sclerosis Following Radiotherapy","year":2003,"lang":"en","type":"article","venue":"Archives of Neurology","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Multiple sclerosis; Exacerbation; Medicine; Radiation therapy; Malignancy; Demyelinating disease; Magnetic resonance imaging; Central nervous system; Radiology; Disease; Pathology; Internal medicine; Immunology","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":[0.0003538592,0.0001115448,0.0005424059,0.0001668418,0.00004106468,0.000001752238,0.0001099959,0.00006594264,0.00003739917],"category_scores_gemma":[0.002151252,0.0000965829,0.0003112812,0.000115034,0.000428269,0.00003293764,0.00004593995,0.0002301165,0.000002345342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003525923,"about_ca_system_score_gemma":0.00005343691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002555784,"about_ca_topic_score_gemma":0.00001005095,"domain_scores_codex":[0.998253,0.0004813477,0.0005262787,0.0002770794,0.000211205,0.0002511194],"domain_scores_gemma":[0.9970679,0.002307403,0.0001547554,0.0003408637,0.00003270171,0.00009636964],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007122179,0.0003278807,0.708363,0.00005477883,0.0002123296,0.000006271006,0.0003302461,0.00002432192,0.2588096,0.0001662418,0.000128954,0.03086418],"study_design_scores_gemma":[0.004112668,0.001734846,0.9796271,0.00004350792,0.00003405898,0.000005950018,0.00002636429,0.001112955,0.01018829,0.0001261142,0.002923199,0.00006498637],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944249,0.0005231354,0.001159603,0.0006918038,0.0001721136,0.0003478547,0.000004749321,0.00002077831,0.002655091],"genre_scores_gemma":[0.9897953,0.002081792,0.007683869,0.000295885,0.00004723125,0.00001459892,0.000003573723,0.00001932689,0.00005845248],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.271264,"threshold_uncertainty_score":0.3938536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.095727152388714,"score_gpt":0.3546855527682692,"score_spread":0.2589584003795552,"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."}}