{"id":"W2611567798","doi":"10.1183/13993003.01526-2016","title":"ERS technical standard on bronchial challenge testing: general considerations and performance of methacholine challenge tests","year":2017,"lang":"en","type":"article","venue":"European Respiratory Journal","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":391,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Royal University Hospital; Hospital for Sick Children; McMaster University; University of Toronto","funders":"","keywords":"Medicine; Methacholine; Inhalation; Anesthesia; Intensive care medicine; Lung; Internal medicine; Respiratory disease","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":[0.001015502,0.0002530678,0.0004263345,0.000184506,0.000954637,0.0001146701,0.0002047844,0.00007638325,0.00009715852],"category_scores_gemma":[0.001471399,0.0001964433,0.0001272739,0.0000450812,0.0005188327,0.0002075886,0.0001291253,0.0007129067,0.00001999611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000541907,"about_ca_system_score_gemma":0.0003294481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.78728e-7,"about_ca_topic_score_gemma":0.000002883181,"domain_scores_codex":[0.9979957,0.0002917504,0.0005875902,0.0003174977,0.0004972951,0.0003101877],"domain_scores_gemma":[0.9979327,0.0001167236,0.0005164546,0.0006090016,0.0003323223,0.0004928067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.005492199,0.00261802,0.4143276,0.0007661575,0.0004989158,0.008500518,0.0008675946,0.0002882298,0.06945359,0.002930379,0.0115752,0.4826816],"study_design_scores_gemma":[0.00519992,0.01046029,0.9403545,0.0007227577,0.0001659822,0.000726955,0.00005418332,0.00008759263,0.001332556,0.00007211611,0.04043522,0.0003879201],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9636082,0.00154122,0.00001939775,0.0007290637,0.0002021034,0.0002200665,0.00002274567,0.00005057609,0.03360665],"genre_scores_gemma":[0.9960935,0.0001833775,0.001523345,0.0006499332,0.00138171,0.000002928208,0.000001143525,0.00005559642,0.0001084818],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5260269,"threshold_uncertainty_score":0.8010727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0785864396064101,"score_gpt":0.3310747406862837,"score_spread":0.2524883010798736,"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."}}