{"id":"W4391619434","doi":"10.1002/oto2.101","title":"Evaluating Sinus Microbiology by Transplant Status in Persons With Cystic Fibrosis: A Matched Cohort Study","year":2024,"lang":"en","type":"article","venue":"OTO Open","topic":"Sinusitis and nasal conditions","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Alberta Health Services","funders":"","keywords":"Cystic fibrosis; Sputum; Microbiome; Medicine; Internal medicine; Chronic rhinosinusitis; Prospective cohort study; Sinus (botany); Bronchiectasis; Gastroenterology; Pathology; Biology; Bioinformatics; Lung; Ecology","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":[0.0003719519,0.0001292882,0.0003140423,0.00009210753,0.00006220625,0.00008910894,0.0001049427,0.00005049918,0.0007399516],"category_scores_gemma":[0.00002678962,0.00009669617,0.00002988188,0.0002589993,0.00003100694,0.00008118408,0.00003661068,0.0001848094,0.00008399826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001078728,"about_ca_system_score_gemma":0.000219588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001938811,"about_ca_topic_score_gemma":0.0007486426,"domain_scores_codex":[0.9989762,0.0001090861,0.0001944762,0.0003504344,0.0001073154,0.0002624661],"domain_scores_gemma":[0.9995543,0.0001288352,0.00002327305,0.0001806251,0.00002796034,0.00008499547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001143619,0.0008932105,0.7096817,0.0001819293,0.0005351398,0.003138112,0.008739354,0.00001370091,0.2663865,0.00004185848,0.008545941,0.0006989113],"study_design_scores_gemma":[0.007118224,0.006120261,0.9706606,0.002140796,0.001205789,0.0018086,0.005818705,0.0006924993,0.001587859,0.00001319925,0.0023221,0.0005113733],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947334,0.0004071858,0.00003349443,0.0001661357,0.00006140504,0.002535299,0.0004927249,0.00004435523,0.001526002],"genre_scores_gemma":[0.9970917,0.000003956825,0.0005739863,0.0001415464,0.00002278954,0.000430611,0.0004587873,0.0000276307,0.001249006],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2647986,"threshold_uncertainty_score":0.8101951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03018458776600474,"score_gpt":0.3482409336298606,"score_spread":0.3180563458638559,"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."}}