{"id":"W4416138511","doi":"10.1002/ppul.71378","title":"Home Microbiological Sampling in a Pediatric Cystic Fibrosis Population: Pandemic Implementation and Ongoing Use","year":2025,"lang":"en","type":"article","venue":"Pediatric Pulmonology","topic":"Cystic Fibrosis Research Advances","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia Hospital; BC Children's Hospital; University of British Columbia","funders":"BC Children's Hospital","keywords":"Cystic fibrosis; Pandemic; Sampling (signal processing); Prospective cohort study; Coronavirus disease 2019 (COVID-19); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2)","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003278168,0.0001903482,0.0004221955,0.0009224002,0.00009618454,0.00004188804,0.0001012575,0.000195169,0.00005232136],"category_scores_gemma":[0.0008261321,0.0001753893,0.0000559396,0.000997578,0.00005454514,0.0001779602,0.0001681745,0.0003547469,0.00001324541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002236062,"about_ca_system_score_gemma":0.0001402544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003689785,"about_ca_topic_score_gemma":0.0002038141,"domain_scores_codex":[0.9981454,0.0001320742,0.0005448361,0.0005166073,0.0001285446,0.0005325096],"domain_scores_gemma":[0.9984208,0.00108693,0.0001135914,0.0002086056,0.00006596973,0.0001041326],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002257944,0.00005472402,0.9909962,0.0002112192,0.00001030753,0.00001894786,0.00003407669,0.00002028041,0.002457775,0.0001200456,0.00009580024,0.00575483],"study_design_scores_gemma":[0.001506161,0.0002103412,0.9964877,0.00001772989,0.0001249615,0.00006870274,0.00007497022,0.0001041818,0.00001673328,0.0009739697,0.0002708783,0.000143621],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938004,0.003745537,0.0011614,0.0004177785,0.0001733968,0.0005617986,0.00002400258,0.00008782254,0.00002785104],"genre_scores_gemma":[0.9887702,0.002984129,0.007555858,0.0001249945,0.0002575572,0.00007483741,0.0001511653,0.00001347504,0.00006775218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006394458,"threshold_uncertainty_score":0.7152166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02893499271340549,"score_gpt":0.3529904435239829,"score_spread":0.3240554508105774,"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."}}