{"id":"W3200730167","doi":"10.1684/epd.2021.1312","title":"ILAE Neuroimaging Task Force Highlight: harnessing optimized imaging protocols for drug‐resistant childhood epilepsy","year":2021,"lang":"en","type":"article","venue":"Epileptic Disorders","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of Calgary; University of British Columbia; Hotchkiss Brain Institute; BC Children's Hospital; Montreal Neurological Institute and Hospital","funders":"","keywords":"Neuroimaging; Epilepsy; Task force; Neuroscience; Psychology; Medicine; Political science","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004665275,0.0005153886,0.0008328857,0.0002384312,0.0005321145,0.0002637636,0.0002526299,0.00007459366,0.0004144],"category_scores_gemma":[0.0007094488,0.0004605721,0.0005532327,0.0005213705,0.0002184966,0.0003256838,0.0001625341,0.0004445044,0.0000827199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001893395,"about_ca_system_score_gemma":0.0007665196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005298763,"about_ca_topic_score_gemma":0.00005437011,"domain_scores_codex":[0.996107,0.0001857802,0.0007081743,0.001072211,0.00067853,0.001248313],"domain_scores_gemma":[0.9976148,0.0004172626,0.0002034911,0.000917719,0.0003100269,0.000536693],"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":[0.01023598,0.01765341,0.2469779,0.005749259,0.00324588,0.00398191,0.007030411,0.0008309938,0.05279652,0.009146691,0.05739985,0.5849512],"study_design_scores_gemma":[0.1163568,0.002946616,0.2800041,0.006835554,0.002340036,0.000678125,0.007919409,0.02846301,0.02750809,0.0189917,0.5036001,0.004356457],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3576391,0.01365591,0.06819241,0.2127937,0.002655522,0.1909406,0.0007268635,0.00349796,0.1498979],"genre_scores_gemma":[0.9277641,0.0003463528,0.03733226,0.002041094,0.0004282071,0.02374882,0.0006461801,0.0003010754,0.007391971],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5805948,"threshold_uncertainty_score":0.9997846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0120666463439204,"score_gpt":0.2962899288026395,"score_spread":0.2842232824587191,"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."}}