{"id":"W4417305181","doi":"10.1016/j.yebeh.2025.110856","title":"Transfer of Finnish adolescents with epilepsy to adult care: a population-based study","year":2025,"lang":"en","type":"article","venue":"Epilepsy & Behavior","topic":"Adolescent and Pediatric Healthcare","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Izaak Walton Killam Health Centre; Dalhousie University","funders":"Turun Yliopisto","keywords":"Epilepsy; Specialty; Identification (biology); Public health; Health care; Young adult; Public healthcare","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":[0.0002976544,0.0003395359,0.0006374097,0.0003826941,0.0005724109,0.000009648787,0.0003477366,0.0002960567,0.0002245122],"category_scores_gemma":[0.0001036268,0.0002953675,0.0001284143,0.0009894699,0.00002785039,0.0001010795,0.00005637768,0.0007898761,0.00009184295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003408889,"about_ca_system_score_gemma":0.001000088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00355965,"about_ca_topic_score_gemma":0.004948389,"domain_scores_codex":[0.9963579,0.0005949151,0.001075006,0.0005932117,0.0005576678,0.0008213074],"domain_scores_gemma":[0.9978632,0.0001263633,0.0001435643,0.0007162865,0.0007844571,0.0003660851],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005265612,0.0008525775,0.9878176,0.0007269754,0.00001116874,0.00001618642,0.003873428,0.00001620537,0.00002806639,0.00005659755,0.0009853629,0.005089217],"study_design_scores_gemma":[0.003426938,0.0005716162,0.9861415,0.001362964,0.0002604691,1.342671e-7,0.007245295,0.000004852363,0.00003574536,0.000002418532,0.0006788075,0.0002692374],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914029,0.00008065128,0.000462813,0.0008817815,0.0008395938,0.005770143,0.0001846819,0.0001482252,0.0002291669],"genre_scores_gemma":[0.9953963,0.000004913893,0.0002677525,0.002481177,0.0002268583,0.000998349,0.0001073691,0.00005428806,0.0004629929],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004819979,"threshold_uncertainty_score":0.9999499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02828174465290662,"score_gpt":0.3893510314841312,"score_spread":0.3610692868312246,"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."}}