{"id":"W4416134432","doi":"10.1136/thorax-2025-btsabstracts.168","title":"S162 Emerging biologic use may reduce the need for corticosteroid treatment and surgery for chronic rhinosinusitis with nasal polyps (CRSwNP) in France, Germany, Italy, Spain and the UK","year":2025,"lang":"","type":"article","venue":"","topic":"Sinusitis and nasal conditions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"GlaxoSmithKline (Canada)","funders":"","keywords":"Nasal polyps; Chronic rhinosinusitis; Nose; Corticosteroid; Medical record; Retrospective cohort study; Disease; Clinical Practice","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007492162,0.00008978124,0.0001242509,0.0004234328,0.000182974,0.0006445803,0.0001999259,0.0003807458,0.004276988],"category_scores_gemma":[0.00252569,0.00007953955,0.0003219548,0.0004523327,0.0001916982,0.0002689878,0.0003143082,0.0001974147,0.0003363116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001092805,"about_ca_system_score_gemma":0.001061982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04154141,"about_ca_topic_score_gemma":0.05497923,"domain_scores_codex":[0.9995046,0.0002307665,0.00005180872,0.0000474395,0.0000659777,0.00009938498],"domain_scores_gemma":[0.9988606,0.0001812401,0.0005920556,0.0000227763,0.0001130969,0.0002302231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005166422,0.0001070584,0.9616239,0.0001045572,0.00006219483,0.0001995069,0.0002757039,0.0001545939,0.0003488807,0.0000820881,0.002079875,0.0344449],"study_design_scores_gemma":[0.0000486934,0.0002195963,0.9971212,0.00006164076,0.00001681389,0.0001246216,0.0004625041,0.00008897822,0.00005675017,0.000009336542,0.001786523,0.000003321556],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992521,0.002551177,0.00005206886,0.001484631,0.00002127304,0.00001517568,0.0004107349,0.00001174705,0.002932146],"genre_scores_gemma":[0.998386,0.0004874223,0.0001225444,0.0003205308,0.00001820875,0.000007744587,0.0001865038,0.000002128834,0.0004688587],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04154141,"threshold_uncertainty_score":0.08259922,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02330406691866972,"score_gpt":0.2866361484180481,"score_spread":0.2633320814993784,"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."}}