{"id":"W4414381022","doi":"10.17615/kj0z-w326","title":"Longitudinal changes in the cystic fibrosis airway microbiota with time and treatment","year":2025,"lang":"en","type":"article","venue":"UNC Libraries","topic":"Cystic Fibrosis Research Advances","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"National Institutes of Health; Queen's University; Public Health Agency; Queen's University Belfast","keywords":"Cystic fibrosis; Longitudinal study; Exacerbation; Sputum; Lung function; Prospective cohort study; Airway; Microbiome; Antibiotics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001400563,0.0001385969,0.000455305,0.001397731,0.001444349,0.002104165,0.0004609936,0.0006531585,0.005601849],"category_scores_gemma":[0.009674135,0.0001551327,0.0002622833,0.001998119,0.0004263562,0.001343672,0.001798821,0.0007319092,0.001287626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001669323,"about_ca_system_score_gemma":0.001660416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02451381,"about_ca_topic_score_gemma":0.03006484,"domain_scores_codex":[0.9981264,0.0004854323,0.00009769275,0.0002102188,0.0005908536,0.0004893259],"domain_scores_gemma":[0.9940654,0.0005595506,0.001829879,0.000272797,0.002181805,0.001090406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001391343,0.0004490254,0.9021989,0.0001077744,0.00008081212,0.0001548437,0.002772965,0.00008231001,0.001606124,0.0003885846,0.004360481,0.08640678],"study_design_scores_gemma":[0.000008411263,0.0003065494,0.9886872,0.00008310934,0.00003968313,0.0001376568,0.003575941,0.0001166183,0.0005951808,0.0002058762,0.006226752,0.00001711919],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9873214,0.002440864,0.0003565647,0.001843554,0.00007804338,0.00005295036,0.002330793,0.0000653485,0.005510398],"genre_scores_gemma":[0.9923745,0.0008371098,0.0003532374,0.0004370888,0.00005113647,0.0000546154,0.001183268,0.00001928247,0.004689723],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02451381,"threshold_uncertainty_score":0.04874223,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01318651751710754,"score_gpt":0.2577283914751707,"score_spread":0.2445418739580631,"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."}}