{"id":"W3131162203","doi":"10.1111/all.14773","title":"Allergen immunotherapy: The growing role of observational and randomized trial “Real‐World Evidence”","year":2021,"lang":"en","type":"article","venue":"Allergy","topic":"Allergic Rhinitis and Sensitization","field":"Medicine","cited_by":71,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; St. Joseph’s Healthcare Hamilton; Impact","funders":"","keywords":"Observational study; Medicine; Grading (engineering); Randomized controlled trial; Clinical trial; Evidence-based medicine; Real world evidence; Data quality; Systematic review; Evidence-based practice; Medical physics; MEDLINE; Alternative medicine; Operations management; Pathology; 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":[],"consensus_categories":[],"category_scores_codex":[0.0005114062,0.0001078923,0.0004519474,0.00004244324,0.00009027674,0.0000190893,0.00005524452,0.00005285721,0.0005464226],"category_scores_gemma":[0.0003608383,0.00007271814,0.0001614562,0.0001772213,0.0001010779,0.0001646197,0.00003623546,0.00009027681,0.000002556645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001846324,"about_ca_system_score_gemma":0.000173824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000284751,"about_ca_topic_score_gemma":0.0001427285,"domain_scores_codex":[0.9987414,0.0002273261,0.0004276,0.0001785947,0.0003008254,0.0001242149],"domain_scores_gemma":[0.9986343,0.0007448255,0.0001353546,0.0002194389,0.0002229843,0.00004314027],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.7394406,0.0003579648,0.00119454,0.00005761273,0.002915713,0.00008042345,0.003665515,0.0002412802,0.04654904,0.1861195,0.002894064,0.01648378],"study_design_scores_gemma":[0.9114567,0.0002402784,0.02055658,0.0003906038,0.0001660235,0.00006903167,0.0008763903,0.006575497,0.004468072,0.007349964,0.04756535,0.0002854838],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.967971,0.009693917,0.0002340233,0.01102468,0.0003324262,0.0007028034,0.000003128517,0.00003370981,0.01000431],"genre_scores_gemma":[0.9813836,0.01224923,0.0008177878,0.002045226,0.0003844141,0.00004164041,0.00008167881,0.00002244087,0.002973954],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1787695,"threshold_uncertainty_score":0.5982944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04236630974866964,"score_gpt":0.2910666195702304,"score_spread":0.2487003098215608,"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."}}