{"id":"W2051891535","doi":"10.1227/01.neu.0000325869.14387.83","title":"PSYCHOSOCIAL STATUS BEFORE AND AFTER TEMPORAL LOBE EPILEPSY SURGERY","year":2008,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal Neurological Institute and Hospital","funders":"","keywords":"Psychosocial; Medicine; Epilepsy; Temporal lobe; Epilepsy surgery; Prospective cohort study; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003529174,0.0003207652,0.0003398163,0.0006980687,0.0004763495,0.0005106182,0.0001353485,0.000409676,0.001425923],"category_scores_gemma":[0.002267929,0.0001152114,0.0004727294,0.0003930516,0.0004448538,0.0003801218,0.0004347588,0.0005119392,0.000245596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004100616,"about_ca_system_score_gemma":0.0003208738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002558369,"about_ca_topic_score_gemma":0.004418536,"domain_scores_codex":[0.9997059,0.00006827563,0.00003131478,0.0000364724,0.0000572281,0.0001007844],"domain_scores_gemma":[0.99837,0.000191639,0.0006963532,0.00004276297,0.0001449498,0.0005543217],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007917497,0.0001527065,0.9950544,0.00001479213,0.00006220242,0.0004689314,0.0002164087,0.00006337593,0.000388714,0.000009289155,0.00008568762,0.002691898],"study_design_scores_gemma":[0.00001617584,0.0005672997,0.9987125,0.000003259975,0.0000172805,0.0003303837,0.0001684743,0.00003519014,0.00006036701,0.000009878449,0.00007310868,0.000006064077],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996048,0.00007978181,0.000009685537,0.00002188034,0.00000479812,0.000004384055,0.00004919131,0.000001051839,0.0002245589],"genre_scores_gemma":[0.9997056,0.00003881507,0.00001032433,0.0000116733,0.00000698675,0.000003820818,0.0001131329,4.480507e-7,0.0001092204],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002558369,"threshold_uncertainty_score":0.005086899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02709995961915155,"score_gpt":0.2839715541789542,"score_spread":0.2568715945598026,"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."}}