{"id":"W2160954200","doi":"10.1002/alr.21505","title":"Biofilm‐forming bacteria and quality of life improvement after sinus surgery","year":2015,"lang":"en","type":"article","venue":"International Forum of Allergy & Rhinology","topic":"Sinusitis and nasal conditions","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Functional endoscopic sinus surgery; Biofilm; Medicine; Chronic rhinosinusitis; Confidence interval; Internal medicine; Bacteria; Quality of life (healthcare); Endoscopic sinus surgery; Sinusitis; Gastroenterology; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002017472,0.00009299407,0.0003192745,0.0002009504,0.00001423057,0.000005090479,0.0000716956,0.00009272239,0.0003785701],"category_scores_gemma":[0.000278265,0.00008394897,0.0000948868,0.00005128839,0.0001442894,0.00009840768,0.00009714811,0.00007214807,0.000006596817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004412819,"about_ca_system_score_gemma":0.0001564193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005366424,"about_ca_topic_score_gemma":0.000201394,"domain_scores_codex":[0.9989471,0.00002477826,0.0005023425,0.0001562981,0.0002186449,0.0001508242],"domain_scores_gemma":[0.9991018,0.0001148182,0.0002149548,0.0001391307,0.0003176546,0.0001116848],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004484114,0.0008670546,0.763579,0.0001318036,0.002255013,0.00009397599,0.0006771336,0.000004403357,0.1640547,0.04197454,0.008612323,0.01326597],"study_design_scores_gemma":[0.002028269,0.0005444672,0.9687924,0.00008920259,0.00002477702,0.00008695412,0.0004302307,0.00004544874,0.01552966,0.0007656612,0.0115062,0.0001567678],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952724,0.0002760938,0.00005816227,0.00208296,0.0006442742,0.00007949612,0.00007505195,0.00001447721,0.001497103],"genre_scores_gemma":[0.9984137,0.0000470624,0.0003979227,0.000664775,0.00008406805,0.00001294629,0.00009115271,0.000007870321,0.0002805495],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2052134,"threshold_uncertainty_score":0.4145077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04714468047725045,"score_gpt":0.3045031933461724,"score_spread":0.257358512868922,"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."}}