{"id":"W4406957327","doi":"10.1111/epi.18286","title":"Prioritizing questions and topics for the development of guidelines and consensus‐based recommendations supported by <scp>ILAE</scp> : A scoping review and proposal of prioritization criteria","year":2025,"lang":"en","type":"review","venue":"Epilepsia","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Fundação de Amparo à Pesquisa e Inovação do Estado de Santa Catarina; Conselho Nacional de Desenvolvimento Científico e Tecnológico","keywords":"Context (archaeology); Multidisciplinary approach; Systematic review; MEDLINE; Stakeholder; Management science; Guideline; Psychology; Medicine; Computer science; Engineering; Political science","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001935027,0.000247749,0.001303184,0.0001279517,0.0001544915,0.00002676321,0.00006671018,0.0001473597,0.00001183832],"category_scores_gemma":[0.01855639,0.0001914356,0.00009569222,0.0002484788,0.0001244476,0.00006367276,0.00008798275,0.0001798341,1.976229e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004221674,"about_ca_system_score_gemma":0.002070139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001447624,"about_ca_topic_score_gemma":0.00004142951,"domain_scores_codex":[0.9963881,0.0002275718,0.002722364,0.0003475899,0.0001585329,0.0001557888],"domain_scores_gemma":[0.9928528,0.004866588,0.001131467,0.0002554305,0.0008166193,0.000077107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006074325,0.00005502358,0.00008309662,0.2154219,0.0001590484,5.30167e-7,0.00008066965,3.040051e-8,0.00003007502,0.000136626,0.01801118,0.7660157],"study_design_scores_gemma":[0.0009382993,0.0001375627,0.0001165488,0.3012436,0.0054284,0.00003689259,0.0001642233,0.0001482378,0.0000281413,0.0000572984,0.6915807,0.0001200949],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000404448,0.9773406,0.007280007,0.009066911,0.0001390036,0.005816218,0.0002715203,0.00002211372,0.00002322284],"genre_scores_gemma":[0.000006588017,0.8879071,0.1102064,0.0004918736,0.00006442112,0.0002800496,0.0008983997,0.00002198509,0.0001231915],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7658956,"threshold_uncertainty_score":0.9897107,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2746354426086886,"score_gpt":0.5426472724974136,"score_spread":0.2680118298887251,"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."}}