{"id":"W2550033698","doi":"10.1111/epi.13621","title":"WONOEP appraisal: Imaging biomarkers in epilepsy","year":2016,"lang":"en","type":"review","venue":"Epilepsia","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hotchkiss Brain Institute; University of Calgary; Dalhousie University","funders":"Seventh Framework Programme; Canadian Institutes of Health Research; Bijzonder Onderzoeksfonds UGent; Universiteit Antwerpen; Astellas Pharma; Academy of Finland; Meiji Seika Pharma; Deutsche Forschungsgemeinschaft; Vlaamse regering; Meso Scale Diagnostics; European Commission; Fonds Wetenschappelijk Onderzoek; Horizon 2020; Queen Elisabeth Medical Foundation; Epilepsy Foundation","keywords":"Epileptogenesis; Epilepsy; Neuroimaging; Neuroscience; Biomarker; Medicine; Psychology; Biology","routes":{"ca_aff":true,"ca_fund":true,"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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007683784,0.0008426592,0.002902186,0.001116368,0.00007532515,0.00005642967,0.0003882957,0.0003781228,0.001189974],"category_scores_gemma":[0.0005613549,0.0005434913,0.00103986,0.0008147449,0.0002406623,0.0001432433,0.0002007858,0.0008089225,0.003601472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007584202,"about_ca_system_score_gemma":0.0009598663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006889194,"about_ca_topic_score_gemma":0.00001087131,"domain_scores_codex":[0.9955096,0.0003893861,0.001146939,0.001107524,0.0006247922,0.001221798],"domain_scores_gemma":[0.996727,0.001006164,0.000322596,0.00122558,0.00007913473,0.0006395465],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006801379,0.0002694562,0.009175107,0.006717859,0.0007036834,0.001792785,0.00002016235,8.199382e-9,0.00000103887,0.000190905,0.01071152,0.9703495],"study_design_scores_gemma":[0.001706935,0.0001516982,0.001730174,0.03676425,0.0004828084,0.0004227956,0.00001482978,0.00000449378,0.000001664052,0.00006385674,0.9581756,0.0004809084],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001601904,0.9760019,0.00004452843,0.000564775,0.0004825761,0.002024096,0.0001014523,0.0001793293,0.02058529],"genre_scores_gemma":[0.0001192134,0.996106,0.0005235914,0.00008180975,0.0005195984,0.0006874648,0.0003542168,0.0002089748,0.001399171],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9698685,"threshold_uncertainty_score":0.9997231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04332135323649067,"score_gpt":0.398373584095541,"score_spread":0.3550522308590503,"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."}}