{"id":"W4411298091","doi":"10.1016/j.yebeh.2025.110407","title":"Creating a virtual educational platform for families with epilepsy, based on their educational needs, beliefs, and attitudes towards epilepsy","year":2025,"lang":"en","type":"article","venue":"Epilepsy & Behavior","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Alberta Children's Hospital","funders":"Alberta Children's Hospital Foundation; Children's Hospital Foundation","keywords":"Epilepsy; Psychology; Medical education; Medicine; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0004025517,0.000586939,0.0007202395,0.0007998878,0.0006436887,0.0001419846,0.0002427292,0.0002168089,0.0005763674],"category_scores_gemma":[0.0003972491,0.0004404618,0.0002527025,0.0006214104,0.0004204801,0.0002229934,0.00008401311,0.0004636436,0.00003642545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004802293,"about_ca_system_score_gemma":0.002629818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002557617,"about_ca_topic_score_gemma":0.0001370771,"domain_scores_codex":[0.9969678,0.0000641548,0.0005962992,0.0008058655,0.0006869418,0.0008789365],"domain_scores_gemma":[0.996922,0.001247957,0.0001634035,0.0006721818,0.0004568826,0.0005376388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001566691,0.003528551,0.9275043,0.0001854296,0.0002531975,0.00001330388,0.0005233855,0.00001970763,0.0005895926,0.01044186,0.003709148,0.05166486],"study_design_scores_gemma":[0.005444382,0.003422534,0.9828174,0.0008855056,0.0003979221,0.00004200906,0.0011337,0.000241877,0.001721628,0.0003260724,0.003156922,0.000410053],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9783243,0.0005701312,0.000342089,0.008838153,0.0003535341,0.00299404,0.00049538,0.0001121895,0.0079702],"genre_scores_gemma":[0.9790121,0.0001431594,0.006394508,0.001226582,0.0005336458,0.003797516,0.001309019,0.00007642299,0.007507065],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05531312,"threshold_uncertainty_score":0.9998047,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02394382766695067,"score_gpt":0.3278350497470181,"score_spread":0.3038912220800674,"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."}}