{"id":"W2158193712","doi":"10.4103/0972-2327.61269","title":"Epilepsy: The future scenario","year":2010,"lang":"en","type":"article","venue":"Annals of Indian Academy of Neurology","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Epilepsy; Data science; Psychiatry; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001683834,0.0008773981,0.0009097834,0.001479926,0.002351211,0.004005181,0.001246186,0.01062111,0.05668263],"category_scores_gemma":[0.004703225,0.000241076,0.0007466179,0.0009907264,0.002627811,0.01025601,0.003242875,0.01028482,0.01173516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003353672,"about_ca_system_score_gemma":0.005053051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003542881,"about_ca_topic_score_gemma":0.006767693,"domain_scores_codex":[0.9988561,0.000247301,0.00009478648,0.0002031459,0.0002660158,0.0003326707],"domain_scores_gemma":[0.9966434,0.000790957,0.0002344716,0.00007341487,0.0005712844,0.001686438],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001123763,0.00007466614,0.001721416,0.0009311207,0.00002637057,0.004099737,0.0005285063,0.0002567833,0.0003101944,0.0450751,0.7559581,0.1909056],"study_design_scores_gemma":[0.00002221258,0.00009486822,0.002153954,0.003493823,0.00003746981,0.01739258,0.00283695,0.0002667334,0.0001047592,0.05032952,0.9231954,0.00007167342],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.001876315,0.1746458,0.0007664005,0.7822134,0.0126039,0.00001194082,0.0004404604,0.0001765046,0.02726519],"genre_scores_gemma":[0.06182402,0.4499714,0.001876855,0.3981235,0.05602721,0.00006913106,0.001310749,0.0001345346,0.03066247],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.05668263,"threshold_uncertainty_score":0.1896223,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04237107800189645,"score_gpt":0.355701064176326,"score_spread":0.3133299861744296,"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."}}