{"id":"W4403901853","doi":"10.1016/j.ebr.2024.100722","title":"Comparative analysis of processing speed impairments in TLE, FLE, and GGE: Theoretical insights and clinical Implications","year":2024,"lang":"en","type":"review","venue":"Epilepsy & Behavior Reports","topic":"Cardiovascular Syncope and Autonomic Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Physicians' Services Incorporated Foundation","keywords":"Computer science; Econometrics; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000755094,0.0003865684,0.003833103,0.0007280723,0.00004017431,0.00004854744,0.00006646764,0.000313749,0.00003784614],"category_scores_gemma":[0.00005978577,0.0002872474,0.001250461,0.001098204,0.0005137696,0.0000649818,0.0001448832,0.0005216558,0.000004153703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008656699,"about_ca_system_score_gemma":0.0004457726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004057073,"about_ca_topic_score_gemma":0.00002761413,"domain_scores_codex":[0.9965535,0.0001757526,0.001921141,0.0008797657,0.0002506572,0.0002191747],"domain_scores_gemma":[0.9984242,0.00009390793,0.0005452994,0.0006571184,0.00008571191,0.0001937211],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00001727534,0.0008620833,0.0813757,0.0039131,0.004641249,0.002552532,0.000370085,5.112063e-7,0.000002432835,0.0002825183,0.0001565327,0.905826],"study_design_scores_gemma":[0.001217911,0.0003955581,0.4736807,0.0156889,0.2933021,0.005708307,0.000317073,0.000113375,0.000002212637,0.0004650821,0.2079769,0.00113187],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.1025424,0.8946071,0.000009060342,0.00001873641,0.0001211042,0.001453772,0.00002768151,0.00003210881,0.001188096],"genre_scores_gemma":[0.2458413,0.7535083,0.00009333441,0.00001313809,0.00004250163,0.0001021552,0.0002852438,0.00003249755,0.00008157191],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9046941,"threshold_uncertainty_score":0.999958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05485305568003065,"score_gpt":0.4305453422373273,"score_spread":0.3756922865572966,"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."}}