{"id":"W4367668460","doi":"10.1111/coa.14070","title":"Real‐world characterisation of patients with chronic rhinosinusitis with nasal polyps with and without surgery in England","year":2023,"lang":"en","type":"article","venue":"Clinical Otolaryngology","topic":"Sinusitis and nasal conditions","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"GlaxoSmithKline","keywords":"Medicine; Nasal polyps; Chronic rhinosinusitis; Asthma; Cohort; Odds ratio; Retrospective cohort study; Internal medicine; Eosinophil; Sinusitis; Pediatrics; Surgery","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":[0.0009731473,0.0002744727,0.000539654,0.0009758003,0.0003991545,0.001150485,0.0005607054,0.0007124378,0.001810513],"category_scores_gemma":[0.004076678,0.0004659018,0.0005731458,0.001497795,0.0005803702,0.00123361,0.001676758,0.0005514593,0.0004179769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001308272,"about_ca_system_score_gemma":0.000915866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03792343,"about_ca_topic_score_gemma":0.04207943,"domain_scores_codex":[0.9984518,0.0003004847,0.0003341778,0.0004346218,0.0002138585,0.0002649182],"domain_scores_gemma":[0.9956838,0.0004135224,0.002707488,0.0002060794,0.0004804321,0.0005086252],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001053414,0.00001288701,0.9978459,0.00006115615,0.00003426763,0.0003087535,0.0004505209,0.00003514902,0.000152562,0.00002910057,0.0002092531,0.0007551705],"study_design_scores_gemma":[0.000009918975,0.00006391654,0.9983782,0.00003262931,0.00001060703,0.0004837224,0.0006186423,0.00005502494,0.0000151344,0.000009913885,0.0003166116,0.000005638359],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957142,0.0006156637,0.00008170229,0.0001791002,0.000006709072,0.00003115971,0.002959195,0.00000270009,0.0004093681],"genre_scores_gemma":[0.997754,0.0003306715,0.0001002582,0.0001149788,0.00001507355,0.00004483072,0.001466016,0.000002089614,0.0001721312],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03792343,"threshold_uncertainty_score":0.07540536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02798326052728044,"score_gpt":0.3139441284837184,"score_spread":0.285960867956438,"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."}}