{"id":"W4417328586","doi":"10.1111/epi.70039","title":"Methodologies for developing and applying consensus‐based recommendations in epilepsy care: A narrative review","year":2025,"lang":"en","type":"article","venue":"Epilepsia","topic":"Delphi Technique in Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"UCB Pharma; Angelini Pharma; Eisai; Sanofi","keywords":"Delphi method; Epilepsy; Narrative review; Delphi; Dravet syndrome; Narrative; Health care; Pharmacy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1525886,0.002382187,0.003375934,0.02535141,0.002382655,0.009193959,0.005060735,0.004387031,0.004743045],"category_scores_gemma":[0.3212422,0.001724003,0.006406774,0.02025577,0.003121492,0.0111405,0.006718577,0.003948883,0.001082257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01363077,"about_ca_system_score_gemma":0.04431012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005958481,"about_ca_topic_score_gemma":0.01123211,"domain_scores_codex":[0.8239024,0.1216219,0.03391965,0.003339053,0.01586804,0.001349015],"domain_scores_gemma":[0.69082,0.2523222,0.02113993,0.006156527,0.02813466,0.001426627],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001525666,0.00009384249,0.001348568,0.4879534,0.001827111,0.0005582458,0.01174692,0.001598279,0.0002336984,0.03449735,0.01889526,0.4410947],"study_design_scores_gemma":[0.0001308784,0.0001257732,0.0006601528,0.8400217,0.002555585,0.000499153,0.007253008,0.0008380683,0.0003264033,0.01397944,0.1334977,0.0001120225],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003532395,0.8898863,0.04010952,0.03061315,0.002177352,0.0173653,0.001346924,0.0001423786,0.01482662],"genre_scores_gemma":[0.05027535,0.7852854,0.1386678,0.005160841,0.00054378,0.01796838,0.0009129189,0.00005746996,0.001128001],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1525886,"threshold_uncertainty_score":0.8069755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2665663827933499,"score_gpt":0.5461487808505872,"score_spread":0.2795823980572373,"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."}}