{"id":"W3129732591","doi":"10.3389/fonc.2020.625474","title":"Scale-Free Analysis of Intraoperative ECoG During Awake Craniotomy for Glioma","year":2021,"lang":"en","type":"article","venue":"Frontiers in Oncology","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; Ottawa Hospital; University of Ottawa","funders":"","keywords":"Electrocorticography; Medicine; Glioma; Epileptogenesis; Craniotomy; Awake craniotomy; Infiltration (HVAC); Epilepsy surgery; Pathology; Anesthesia; Epilepsy","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":[0.0001881947,0.00010698,0.0007635329,0.0005556701,0.00004314497,0.000005306333,0.0001033376,0.0001334291,0.0001801149],"category_scores_gemma":[0.0003451112,0.00008479066,0.0002116159,0.0009248358,0.0001244581,0.0000370485,0.00006858187,0.0001435499,0.000002138503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004266094,"about_ca_system_score_gemma":0.0003867574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004307551,"about_ca_topic_score_gemma":0.0008028641,"domain_scores_codex":[0.9988178,0.0001120808,0.0003100198,0.0002938246,0.0001510323,0.0003152498],"domain_scores_gemma":[0.9991146,0.0001382611,0.00006186841,0.0003476687,0.000208668,0.0001289472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001120951,0.001113121,0.9625894,0.0001285636,0.003995948,0.001205135,0.0008367766,0.00004694492,0.006256336,0.00007047064,0.007010241,0.01562615],"study_design_scores_gemma":[0.01888316,0.002053366,0.8609238,0.00007934316,0.002482812,0.00008537927,0.002964202,0.002789122,0.1004939,0.001047126,0.007975814,0.000222032],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915209,0.0007086965,0.002040579,0.002387471,0.0002600109,0.0004939402,0.00008238834,0.00001317499,0.002492857],"genre_scores_gemma":[0.9510431,0.0002544277,0.04692378,0.0001154083,0.00008883506,0.0002040304,0.0001410138,0.00001557361,0.001213884],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1016656,"threshold_uncertainty_score":0.3457662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01443472040664238,"score_gpt":0.3326947656833903,"score_spread":0.3182600452767479,"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."}}