{"id":"W2048341078","doi":"10.1111/all.12370","title":"Methods report on the development of the 2013 revision and update of the <scp>EAACI</scp>/<scp>GA<sup>2</sup>LEN</scp>/<scp>EDF</scp>/<scp>WAO</scp> guideline for the definition, classification, diagnosis, and management of urticaria","year":2014,"lang":"en","type":"article","venue":"Allergy","topic":"Urticaria and Related Conditions","field":"Medicine","cited_by":88,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Manitoba; Children's Hospital Research Institute of Manitoba; Manitoba Health","funders":"","keywords":"Medicine","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":[0.003849131,0.0006124366,0.0008979688,0.0002167697,0.00105024,0.00007045684,0.0009011636,0.0004314522,0.00002464583],"category_scores_gemma":[0.007126802,0.0003179998,0.0004167414,0.0008300906,0.0008905125,0.0001372565,0.0008132231,0.000603477,0.00001423801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000838415,"about_ca_system_score_gemma":0.0002592113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005884382,"about_ca_topic_score_gemma":0.00003693125,"domain_scores_codex":[0.994121,0.0007625265,0.002432142,0.0008976103,0.001077932,0.0007088274],"domain_scores_gemma":[0.9855713,0.009289391,0.001554813,0.002278485,0.00104647,0.0002595109],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003627028,0.001856999,0.008874095,0.0007995267,0.01339795,0.00001961767,0.01421394,0.001114557,0.006780997,0.2358331,0.7031442,0.0139287],"study_design_scores_gemma":[0.002936006,0.0003976162,0.08071343,0.00126385,0.004760609,0.0001243911,0.008601882,0.005793404,0.02058684,0.0125501,0.862166,0.0001059026],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8863857,0.0110788,0.03871621,0.02732874,0.001423071,0.008954776,0.0002488916,0.0002249832,0.02563886],"genre_scores_gemma":[0.880554,0.03496442,0.06640312,0.005711746,0.0006581362,0.002303171,0.0006269966,0.0003534194,0.008424973],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.223283,"threshold_uncertainty_score":0.9999272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03997068887685693,"score_gpt":0.3052704728273156,"score_spread":0.2652997839504586,"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."}}