{"id":"W4408783515","doi":"10.70135/seejph.vi.5937","title":"Epilepsy And Driving Laws: A Global Perspective","year":2025,"lang":"en","type":"article","venue":"South Eastern European Journal of Public Health","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Perspective (graphical); Law; Political science; Law and economics; Sociology; Computer science; Artificial intelligence","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002565757,0.0001409813,0.0003808641,0.000226101,0.0001243122,0.00009743813,0.0001346956,0.00001925728,0.00003009891],"category_scores_gemma":[0.000463408,0.0001043156,0.0001176428,0.000312318,0.0001105753,0.000128829,0.0000989096,0.0003501982,0.00003804584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005132508,"about_ca_system_score_gemma":0.001231318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003496477,"about_ca_topic_score_gemma":0.00002048189,"domain_scores_codex":[0.9976087,0.0008470935,0.0005021299,0.0001993058,0.0003667772,0.0004759481],"domain_scores_gemma":[0.9981325,0.00004300367,0.0002707926,0.0001957142,0.0004326412,0.000925405],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000948365,0.000224158,0.9194192,0.00009349051,0.0002994596,0.0005401972,0.002916762,2.985649e-7,0.000003206334,0.002890529,0.0005009066,0.07301699],"study_design_scores_gemma":[0.004466511,0.002266444,0.9686087,0.0007264636,0.00004657328,0.0005997332,0.01251512,0.00004235716,0.000001535578,0.0002652258,0.01037084,0.00009053556],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8946651,0.004518513,0.008564229,0.04453281,0.0002663167,0.0003513593,0.00002140002,0.00003870994,0.04704155],"genre_scores_gemma":[0.9965521,0.0001643252,0.0008885564,0.001472629,0.0002187951,7.11909e-7,0.000002592049,0.00001487604,0.0006854716],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1018869,"threshold_uncertainty_score":0.4253865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05936756367005112,"score_gpt":0.36026631034832,"score_spread":0.3008987466782688,"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."}}