{"id":"W4412697124","doi":"10.1227/ons.0000000000001709","title":"Stereotactic Laser Ablation vs Open Corpus Callosotomy: A Systematic Review and Meta-Analysis of Individual Patient Data","year":2025,"lang":"en","type":"review","venue":"Operative Neurosurgery","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Montreal General Hospital","funders":"","keywords":"Medicine; Corpus callosotomy; Meta-analysis; Epilepsy; Complication; Surgery; Logistic regression; Epilepsy surgery; Internal medicine","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":[0.001557588,0.0005923695,0.01315989,0.0006888644,0.00009898748,0.0001994929,0.0006270935,0.000135794,0.0003709212],"category_scores_gemma":[0.002279118,0.0003414115,0.001271168,0.001692524,0.00008839757,0.0002871627,0.001314297,0.000401726,0.00001585777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000078609,"about_ca_system_score_gemma":0.000890883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005418321,"about_ca_topic_score_gemma":0.00002544684,"domain_scores_codex":[0.9935596,0.002419755,0.0019892,0.001008112,0.0007352041,0.0002881265],"domain_scores_gemma":[0.9938772,0.002378855,0.001060311,0.002129543,0.0003211468,0.0002329114],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00002932572,0.000325511,0.00005774426,0.7180629,0.2763367,0.0002317305,0.00002866986,2.288549e-7,4.575431e-8,0.00001248854,0.001410508,0.003504171],"study_design_scores_gemma":[0.000206787,0.0002682492,0.00002995263,0.06418753,0.9186032,0.000045489,0.000005815926,0.000008213971,0.000001310686,7.159041e-7,0.01643472,0.000208025],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001114206,0.9842048,0.000003041621,0.0002537375,0.00004267615,0.0108654,0.004333858,0.00001247236,0.0002729176],"genre_scores_gemma":[0.000108379,0.9903269,0.00006142323,0.001051446,0.000008477619,0.001883558,0.004590701,0.00003646131,0.001932691],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6538754,"threshold_uncertainty_score":0.9999038,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2225316111021343,"score_gpt":0.4370648840178951,"score_spread":0.2145332729157607,"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."}}