{"id":"W1555982523","doi":"10.1111/jdv.13199","title":"Treatment dilemmas in chronic urticaria","year":2015,"lang":"en","type":"article","venue":"Journal of the European Academy of Dermatology and Venereology","topic":"Urticaria and Related Conditions","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"Novartis Pharma; Novartis","keywords":"Medicine; Chronic urticaria; Allergy; Clinical immunology; Asthma; Dermatology; Variety (cybernetics); European community; Intensive care medicine; Immunology; Artificial intelligence","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":[],"consensus_categories":[],"category_scores_codex":[0.0001538446,0.00008360077,0.0003364176,0.0001314814,0.000027417,0.000001555621,0.0001121639,0.0001282067,0.00001186857],"category_scores_gemma":[0.00007635557,0.00004740278,0.00008860452,0.00009734299,0.0003242563,0.00003488794,0.00005112306,0.0004042828,0.000009215075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000712633,"about_ca_system_score_gemma":0.0001555653,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002552217,"about_ca_topic_score_gemma":0.000001184428,"domain_scores_codex":[0.9988047,0.000470315,0.0004325126,0.00007504643,0.00007151286,0.0001459303],"domain_scores_gemma":[0.9994805,0.00006955403,0.0002343957,0.00007485485,0.00003076663,0.0001099635],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009255843,0.0006079653,0.9261124,0.00004265337,0.002712147,0.002591871,0.002105317,0.000278055,0.01742006,0.03719248,0.004755853,0.005255587],"study_design_scores_gemma":[0.0176752,0.0007856412,0.7957209,0.0002575844,0.003682683,0.1201353,0.0002398384,0.0004986144,0.01049989,0.008585934,0.04170548,0.0002128995],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9618771,0.003076225,0.00002321204,0.02835,0.0001891647,0.00007935437,0.000001037504,0.000004385095,0.006399486],"genre_scores_gemma":[0.9988957,0.0004691521,0.00009842701,0.0002468377,0.0001216354,5.630059e-7,4.83845e-7,0.000008236272,0.0001589846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1303915,"threshold_uncertainty_score":0.1933029,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03513881986115282,"score_gpt":0.2947206375961944,"score_spread":0.2595818177350416,"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."}}