{"id":"W4415362101","doi":"10.1007/s40136-025-00530-y","title":"Surgical Management of Rhinitis","year":2025,"lang":"en","type":"article","venue":"Current Otorhinolaryngology Reports","topic":"Nasal Surgery and Airway Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"North York General Hospital; University of Toronto","funders":"","keywords":"Otorhinolaryngology; Neurectomy; First line; Surgical procedures; Nasal cavity; Nasal septum; Nose","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":[0.0002547618,0.0001502045,0.0004964253,0.0001619966,0.00006701348,0.000003501854,0.0000507126,0.00008316308,0.0001243993],"category_scores_gemma":[0.00003695922,0.0001272933,0.0001937907,0.0002867978,0.0001634236,0.00003800039,0.0001381274,0.0002002326,0.000009753672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002975375,"about_ca_system_score_gemma":0.00005664312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005029846,"about_ca_topic_score_gemma":4.317462e-7,"domain_scores_codex":[0.9986472,0.00003755029,0.0005702319,0.0003289021,0.0001726923,0.0002434914],"domain_scores_gemma":[0.9992303,0.00006535559,0.0001623345,0.0003764892,0.00009748011,0.00006805199],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001375585,0.0005428173,0.9472895,0.000916227,0.0004877175,0.00578539,0.00003436503,4.594701e-7,0.00007937575,0.005578985,0.009695256,0.02945236],"study_design_scores_gemma":[0.0008813941,0.0001205478,0.6714094,0.0009302885,0.0003901315,0.001305238,0.00004531548,0.000003909878,0.002363911,0.001215353,0.3211653,0.0001691685],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9307853,0.01371056,0.00005649636,0.0003999167,0.002342725,0.0004006916,0.000002762279,0.00008748474,0.05221406],"genre_scores_gemma":[0.9955367,0.001303831,0.00009679059,0.00005268632,0.00006931237,0.00004549459,0.00002550578,0.00000787453,0.002861745],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3114701,"threshold_uncertainty_score":0.5190871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01922548718748223,"score_gpt":0.3243886549550284,"score_spread":0.3051631677675462,"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."}}