{"id":"W4415098082","doi":"10.3389/falgy.2025.1680703","title":"Real-life evaluation of the effectiveness of biologics for chronic rhinosinusitis with nasal polyps in Europe: a Delphi study to define key variables for the INVENT registry","year":2025,"lang":"en","type":"article","venue":"Frontiers in Allergy","topic":"Sinusitis and nasal conditions","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Hospital Foundation","funders":"Regeneron Pharmaceuticals; Sanofi","keywords":"Chronic rhinosinusitis; Delphi method; Nasal polyps; Delphi; Key (lock); MEDLINE; Set (abstract data type)","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":[0.001867865,0.0001196419,0.0003528186,0.0001660492,0.00006790459,0.000006008785,0.0001880081,0.00005935229,0.000004183087],"category_scores_gemma":[0.00121949,0.00007121808,0.00005950686,0.0007877445,0.00009486418,0.00002437123,0.00005957333,0.00009707965,7.422673e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002659845,"about_ca_system_score_gemma":0.0008198147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007308561,"about_ca_topic_score_gemma":0.001616973,"domain_scores_codex":[0.9986429,0.0004043803,0.0003295294,0.0002307903,0.0002251468,0.0001673091],"domain_scores_gemma":[0.9985811,0.00047945,0.0001301944,0.0003638967,0.0004164913,0.0000288496],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.018581,0.003595112,0.8822543,0.001381365,0.002329009,0.00001173007,0.002748201,0.02632006,0.00806086,0.02448765,0.02411168,0.006119015],"study_design_scores_gemma":[0.007819605,0.001643543,0.980552,0.0008402251,0.0002607245,0.000002314896,0.001306804,0.005401396,0.001109346,0.000565583,0.0004003969,0.00009808363],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9757246,0.001125645,0.01790851,0.0003542462,0.0004260274,0.004080222,0.00007264835,0.000008499145,0.0002995633],"genre_scores_gemma":[0.9977405,0.00005944713,0.001262719,0.0001142445,0.00003591456,0.0006769453,0.0000372174,0.00001358072,0.0000594359],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09829766,"threshold_uncertainty_score":0.2904189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02586235155786699,"score_gpt":0.3095310713771781,"score_spread":0.2836687198193111,"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."}}