{"id":"W3111126710","doi":"10.3389/frym.2020.557949","title":"Brain Surgery to Treat Seizures","year":2020,"lang":"en","type":"article","venue":"Frontiers for Young Minds","topic":"Education and Character Development","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Brain damage; Epilepsy; Surgery; Psychiatry","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":[0.0002861796,0.0000764284,0.0001358821,0.00005950366,0.0002524078,0.00007192812,0.000143318,0.00005464189,0.0001566451],"category_scores_gemma":[0.0003392996,0.00007890055,0.00007851305,0.000221066,0.00003864538,0.00009406019,0.00001290458,0.00003800652,0.00006236414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009671968,"about_ca_system_score_gemma":0.0002939143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001087046,"about_ca_topic_score_gemma":0.0001049718,"domain_scores_codex":[0.9991984,0.00004123851,0.0001362011,0.0001869414,0.0001814923,0.0002557085],"domain_scores_gemma":[0.9994895,0.00007072696,0.00003771895,0.00006845746,0.00005456728,0.0002790461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001906904,0.00001314072,0.0157266,0.000006909422,0.000009184438,0.000001072193,0.05297057,2.403104e-7,0.00004137627,0.0002567709,0.920383,0.01057211],"study_design_scores_gemma":[0.00008862017,0.00001553756,0.006651158,0.000005207172,0.000007223328,2.596959e-7,0.01181537,0.000004810805,0.0002988112,0.0001046907,0.980882,0.0001263219],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4548461,0.0003182222,0.01832668,0.4787396,0.007784956,0.001218934,0.0000696903,0.0002727104,0.03842306],"genre_scores_gemma":[0.836625,0.0000404342,0.01199137,0.02535216,0.002210258,0.0002712824,0.0001209024,0.00004154255,0.1233471],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4533875,"threshold_uncertainty_score":0.3217471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04408823554359501,"score_gpt":0.3045068472798105,"score_spread":0.2604186117362154,"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."}}