{"id":"W2078969310","doi":"10.1016/j.otc.2005.08.011","title":"Algorithms for Management of Chronic Rhinosinusitis","year":2005,"lang":"en","type":"article","venue":"Otolaryngologic Clinics of North America","topic":"Sinusitis and nasal conditions","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"Montreal General Hospital; Université de Montréal; McGill University","funders":"","keywords":"Medicine; Chronic rhinosinusitis; Endoscopic sinus surgery; Chronic disease; Intensive care medicine; Sinusitis; Chronic sinusitis; Dermatology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001291235,0.0001440173,0.0005217406,0.0001039947,0.00005442253,0.000003264558,0.0001533005,0.00007128669,0.0002353246],"category_scores_gemma":[0.00005192766,0.0001294913,0.0002890106,0.0002785633,0.0002148247,0.00005615187,0.00006321009,0.0001249555,0.00002436079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005174739,"about_ca_system_score_gemma":0.00007933187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002063512,"about_ca_topic_score_gemma":0.00002001719,"domain_scores_codex":[0.9986641,0.00002211985,0.0006063091,0.0002666489,0.0001973531,0.0002434121],"domain_scores_gemma":[0.9987965,0.0001840847,0.0003578559,0.0003826726,0.0001797978,0.00009907743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003240548,0.001697048,0.1357975,0.0006857566,0.000586493,0.00009019831,0.0000750053,0.0001651449,0.0001266275,0.0005863279,0.007355347,0.8525105],"study_design_scores_gemma":[0.00324167,0.003949778,0.9042119,0.0002209086,0.0005062171,0.00005192956,0.00005546179,0.002954908,0.0002620418,0.00006595907,0.08423454,0.0002447127],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989217,0.001344948,0.004786663,0.000435544,0.0001501587,0.0009780268,0.0003000146,0.0000532606,0.002734321],"genre_scores_gemma":[0.9610423,0.0009467807,0.03620804,0.0006750142,0.000201563,0.00007508548,0.0002747397,0.0000199944,0.000556473],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8522658,"threshold_uncertainty_score":0.5280501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03128853448022894,"score_gpt":0.326992827325481,"score_spread":0.2957042928452521,"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."}}