{"id":"W3204360161","doi":"10.1111/epi.17088","title":"Functional cognitive and language outcomes after cerebral hemispherectomy for hemimegalencephaly","year":2021,"lang":"en","type":"article","venue":"Epilepsia","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"National Center for Advancing Translational Sciences","keywords":"Hemispherectomy; Hemimegalencephaly; Epilepsy; Cognition; Psychology; Epilepsy surgery; Pediatrics; Medicine; Developmental psychology; Psychiatry; Cortical dysplasia","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008399012,0.0002807693,0.0003567544,0.0006670751,0.0003252352,0.0004613654,0.0002227944,0.0002351309,0.0007612091],"category_scores_gemma":[0.003199889,0.00005829777,0.0005694366,0.0004935669,0.0004089255,0.0004704426,0.0004930325,0.000425579,0.0001189549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006785955,"about_ca_system_score_gemma":0.0005016465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003711666,"about_ca_topic_score_gemma":0.007796798,"domain_scores_codex":[0.9994538,0.00009998674,0.0000656058,0.00006242943,0.0001584796,0.0001596344],"domain_scores_gemma":[0.9974083,0.000328886,0.001451685,0.00005988568,0.0001984771,0.0005528195],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005406217,0.000139191,0.9871385,0.00004949372,0.0001286702,0.001225203,0.0003399541,0.0002120534,0.0005264807,0.00002331232,0.000244361,0.009432104],"study_design_scores_gemma":[0.00001149931,0.0003719898,0.9980721,0.00001112263,0.00002710957,0.001031412,0.0001538565,0.00005638606,0.0001676587,0.00001367857,0.00007832485,0.000004770584],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993255,0.0002006401,0.00001801787,0.00002752711,0.000003534408,0.000003966194,0.000171801,0.000002259425,0.0002467725],"genre_scores_gemma":[0.999513,0.00006722017,0.00002513445,0.0000129166,0.000004563166,0.00000486601,0.000313981,0.000001024136,0.00005735861],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003711666,"threshold_uncertainty_score":0.007380128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01823632106685201,"score_gpt":0.3055323814453681,"score_spread":0.2872960603785161,"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."}}